2015 Flight Delays and Cancellations¶
Which airline should you fly on to avoid significant delays?
Context¶
The U.S. Department of Transportation's (DOT) Bureau of Transportation Statistics tracks the on-time performance of domestic flights operated by large air carriers. Summary information on the number of on-time, delayed, canceled, and diverted flights is published in DOT's monthly Air Travel Consumer Report and in this dataset of 2015 flight delays and cancellations.
Acknowledgements¶
The flight delay and cancellation data was collected and published by the DOT's Bureau of Transportation Statistics.
import sqlite3
conn = sqlite3.connect(':memory:')
cursor = conn.cursor()
cursor.execute('''
CREATE TABLE airlines (
IATA_CODE TEXT PRIMARY KEY,
AIRLINE TEXT
);
''')
cursor.execute('''
CREATE TABLE airports (
IATA_CODE TEXT PRIMARY KEY,
AIRPORT TEXT,
CITY TEXT,
STATE TEXT,
COUNTRY TEXT,
LATITUDE REAL,
LONGITUDE REAL
);
''')
cursor.execute('''
CREATE TABLE flights (
YEAR INTEGER,
MONTH INTEGER,
DAY INTEGER,
DAY_OF_WEEK INTEGER,
AIRLINE TEXT,
FLIGHT_NUMBER INTEGER,
TAIL_NUMBER TEXT,
ORIGIN_AIRPORT TEXT,
DESTINATION_AIRPORT TEXT,
SCHEDULED_DEPARTURE INTEGER,
DEPARTURE_TIME REAL,
DEPARTURE_DELAY REAL,
TAXI_OUT REAL,
WHEELS_OFF REAL,
SCHEDULED_TIME REAL,
ELAPSED_TIME REAL,
AIR_TIME REAL,
DISTANCE INTEGER,
WHEELS_ON REAL,
TAXI_IN REAL,
SCHEDULED_ARRIVAL INTEGER,
ARRIVAL_TIME REAL,
ARRIVAL_DELAY REAL,
DIVERTED INTEGER,
CANCELLED INTEGER,
CANCELLATION_REASON TEXT,
AIR_SYSTEM_DELAY REAL,
SECURITY_DELAY REAL,
AIRLINE_DELAY REAL,
LATE_AIRCRAFT_DELAY REAL,
WEATHER_DELAY REAL
);
''')
<sqlite3.Cursor at 0x24ef297d540>
import pandas as pd
import plotly
import plotly.graph_objects as go
pd.read_csv('airlines.csv') \
.to_sql('airlines', conn, if_exists='replace', method='multi')
res = cursor.execute('''SELECT * FROM airlines;''')
res.fetchall()
[(0, 'UA', 'United Air Lines Inc.'), (1, 'AA', 'American Airlines Inc.'), (2, 'US', 'US Airways Inc.'), (3, 'F9', 'Frontier Airlines Inc.'), (4, 'B6', 'JetBlue Airways'), (5, 'OO', 'Skywest Airlines Inc.'), (6, 'AS', 'Alaska Airlines Inc.'), (7, 'NK', 'Spirit Air Lines'), (8, 'WN', 'Southwest Airlines Co.'), (9, 'DL', 'Delta Air Lines Inc.'), (10, 'EV', 'Atlantic Southeast Airlines'), (11, 'HA', 'Hawaiian Airlines Inc.'), (12, 'MQ', 'American Eagle Airlines Inc.'), (13, 'VX', 'Virgin America')]
pd.read_csv('airports.csv') \
.to_sql('airports', conn, if_exists='replace', method='multi')
res = cursor.execute('''SELECT * FROM airports;''')
res.fetchall()
[(0, 'ABE', 'Lehigh Valley International Airport', 'Allentown', 'PA', 'USA', 40.65236, -75.4404), (1, 'ABI', 'Abilene Regional Airport', 'Abilene', 'TX', 'USA', 32.41132, -99.6819), (2, 'ABQ', 'Albuquerque International Sunport', 'Albuquerque', 'NM', 'USA', 35.04022, -106.60919), (3, 'ABR', 'Aberdeen Regional Airport', 'Aberdeen', 'SD', 'USA', 45.44906, -98.42183), (4, 'ABY', 'Southwest Georgia Regional Airport', 'Albany', 'GA', 'USA', 31.53552, -84.19447), (5, 'ACK', 'Nantucket Memorial Airport', 'Nantucket', 'MA', 'USA', 41.25305, -70.06018), (6, 'ACT', 'Waco Regional Airport', 'Waco', 'TX', 'USA', 31.61129, -97.23052), (7, 'ACV', 'Arcata Airport', 'Arcata/Eureka', 'CA', 'USA', 40.97812, -124.10862), (8, 'ACY', 'Atlantic City International Airport', 'Atlantic City', 'NJ', 'USA', 39.45758, -74.57717), (9, 'ADK', 'Adak Airport', 'Adak', 'AK', 'USA', 51.87796, -176.64603), (10, 'ADQ', 'Kodiak Airport', 'Kodiak', 'AK', 'USA', 57.74997, -152.49386), (11, 'AEX', 'Alexandria International Airport', 'Alexandria', 'LA', 'USA', 31.32737, -92.54856), (12, 'AGS', 'Augusta Regional Airport\xa0(Bush Field)', 'Augusta', 'GA', 'USA', 33.36996, -81.9645), (13, 'AKN', 'King Salmon Airport', 'King Salmon', 'AK', 'USA', 58.6768, -156.64922), (14, 'ALB', 'Albany International Airport', 'Albany', 'NY', 'USA', 42.74812, -73.80298), (15, 'ALO', 'Waterloo Regional Airport', 'Waterloo', 'IA', 'USA', 42.55708, -92.40034), (16, 'AMA', 'Rick Husband Amarillo International Airport', 'Amarillo', 'TX', 'USA', 35.21937, -101.70593), (17, 'ANC', 'Ted Stevens Anchorage International Airport', 'Anchorage', 'AK', 'USA', 61.17432, -149.99619), (18, 'APN', 'Alpena County Regional Airport', 'Alpena', 'MI', 'USA', 45.07807, -83.56029), (19, 'ASE', 'Aspen-Pitkin County Airport', 'Aspen', 'CO', 'USA', 39.22316, -106.86885), (20, 'ATL', 'Hartsfield-Jackson Atlanta International Airport', 'Atlanta', 'GA', 'USA', 33.64044, -84.42694), (21, 'ATW', 'Appleton International Airport', 'Appleton', 'WI', 'USA', 44.25741, -88.51948), (22, 'AUS', 'Austin-Bergstrom International Airport', 'Austin', 'TX', 'USA', 30.19453, -97.66987), (23, 'AVL', 'Asheville Regional Airport', 'Asheville', 'NC', 'USA', 35.43619, -82.54181), (24, 'AVP', 'Wilkes-Barre/Scranton International Airport', 'Wilkes-Barre/Scranton', 'PA', 'USA', 41.33815, -75.72427), (25, 'AZO', 'Kalamazoo/Battle Creek International Airport', 'Kalamazoo', 'MI', 'USA', 42.23488, -85.55206), (26, 'BDL', 'Bradley International Airport', 'Windsor Locks', 'CT', 'USA', 41.93887, -72.68323), (27, 'BET', 'Bethel Airport', 'Bethel', 'AK', 'USA', 60.77978, -161.838), (28, 'BFL', 'Meadows Field', 'Bakersfield', 'CA', 'USA', 35.4336, -119.05677), (29, 'BGM', 'Greater Binghamton Airport', 'Binghamton', 'NY', 'USA', 42.20848, -75.97961), (30, 'BGR', 'Bangor International Airport', 'Bangor', 'ME', 'USA', 44.80744, -68.82814), (31, 'BHM', 'Birmingham-Shuttlesworth International Airport', 'Birmingham', 'AL', 'USA', 33.56294, -86.75355), (32, 'BIL', 'Billings Logan International Airport', 'Billings', 'MT', 'USA', 45.80766, -108.54286), (33, 'BIS', 'Bismarck Municipal Airport', 'Bismarck', 'ND', 'USA', 46.77411, -100.74672), (34, 'BJI', 'Bemidji Regional Airport', 'Bemidji', 'MN', 'USA', 47.50942, -94.93372), (35, 'BLI', 'Bellingham International Airport', 'Bellingham', 'WA', 'USA', 48.79275, -122.53753), (36, 'BMI', 'Central Illinois Regional Airport at Bloomington-Normal', 'Bloomington', 'IL', 'USA', 40.47799, -88.91595), (37, 'BNA', 'Nashville International Airport', 'Nashville', 'TN', 'USA', 36.12448, -86.67818), (38, 'BOI', 'Boise Airport\xa0(Boise Air Terminal)', 'Boise', 'ID', 'USA', 43.56444, -116.22278), (39, 'BOS', 'Gen. Edward Lawrence Logan International Airport', 'Boston', 'MA', 'USA', 42.36435, -71.00518), (40, 'BPT', 'Jack Brooks Regional Airport\xa0(Southeast Texas Regional)', 'Beaumont/Port Arthur', 'TX', 'USA', 29.95083, -94.02069), (41, 'BQK', 'Brunswick Golden Isles Airport', 'Brunswick', 'GA', 'USA', 31.25903, -81.46631), (42, 'BQN', 'Rafael Hernández Airport', 'Aguadilla', 'PR', 'USA', 18.49486, -67.12944), (43, 'BRD', 'Brainerd Lakes Regional Airport', 'Brainerd', 'MN', 'USA', 46.39786, -94.13723), (44, 'BRO', 'Brownsville/South Padre Island International Airport', 'Brownsville', 'TX', 'USA', 25.90683, -97.42586), (45, 'BRW', 'Wiley Post-Will Rogers Memorial Airport', 'Barrow', 'AK', 'USA', 71.28545, -156.766), (46, 'BTM', 'Bert Mooney Airport', 'Butte', 'MT', 'USA', 45.9548, -112.49746), (47, 'BTR', 'Baton Rouge Metropolitan Airport', 'Baton Rouge', 'LA', 'USA', 30.53316, -91.14963), (48, 'BTV', 'Burlington International Airport', 'Burlington', 'VT', 'USA', 44.473, -73.15031), (49, 'BUF', 'Buffalo Niagara International Airport', 'Buffalo', 'NY', 'USA', 42.94052, -78.73217), (50, 'BUR', 'Bob Hope Airport\xa0(Hollywood Burbank Airport)', 'Burbank', 'CA', 'USA', 34.20062, -118.3585), (51, 'BWI', 'Baltimore-Washington International Airport', 'Baltimore', 'MD', 'USA', 39.1754, -76.6682), (52, 'BZN', 'Bozeman Yellowstone International Airport\xa0(Gallatin Field Airport)', 'Bozeman', 'MT', 'USA', 45.7769, -111.15301), (53, 'CAE', 'Columbia Metropolitan Airport', 'Columbia', 'SC', 'USA', 33.93884, -81.11954), (54, 'CAK', 'Akron-Canton Regional Airport', 'Akron', 'OH', 'USA', 40.91631, -81.44247), (55, 'CDC', 'Cedar City Regional Airport', 'Cedar City', 'UT', 'USA', 37.70097, -113.09858), (56, 'CDV', 'Merle K. (Mudhole) Smith Airport', 'Cordova', 'AK', 'USA', 60.49183, -145.47765), (57, 'CEC', 'Del Norte County Airport\xa0(Jack McNamara Field)', 'Crescent City', 'CA', 'USA', 41.78016, -124.23653), (58, 'CHA', 'Chattanooga Metropolitan Airport\xa0(Lovell Field)', 'Chattanooga', 'TN', 'USA', 35.03527, -85.20379), (59, 'CHO', 'Charlottesville-Albemarle Airport', 'Charlottesville', 'VA', 'USA', 38.13864, -78.45286), (60, 'CHS', 'Charleston International Airport/Charleston AFB', 'Charleston', 'SC', 'USA', 32.89865, -80.04051), (61, 'CID', 'The Eastern Iowa Airport', 'Cedar Rapids', 'IA', 'USA', 41.88459, -91.71087), (62, 'CIU', 'Chippewa County International Airport', 'Sault Ste. Marie', 'MI', 'USA', 46.25075, -84.47239), (63, 'CLD', 'McClellan-Palomar Airport', 'San Diego', 'CA', 'USA', 33.12723, -117.27873), (64, 'CLE', 'Cleveland Hopkins International Airport', 'Cleveland', 'OH', 'USA', 41.41089, -81.8494), (65, 'CLL', 'Easterwood Airport', 'College Station', 'TX', 'USA', 30.58859, -96.36382), (66, 'CLT', 'Charlotte Douglas International Airport', 'Charlotte', 'NC', 'USA', 35.21401, -80.94313), (67, 'CMH', 'Port Columbus International Airport', 'Columbus', 'OH', 'USA', 39.99799, -82.89188), (68, 'CMI', 'University of Illinois - Willard Airport', 'Champaign/Urbana', 'IL', 'USA', 40.03925, -88.27806), (69, 'CMX', 'Houghton County Memorial Airport', 'Hancock', 'MI', 'USA', 47.16842, -88.48906), (70, 'CNY', 'Canyonlands Field', 'Moab', 'UT', 'USA', 38.75496, -109.75484), (71, 'COD', 'Yellowstone Regional Airport', 'Cody', 'WY', 'USA', 44.52019, -109.0238), (72, 'COS', 'City of Colorado Springs Municipal Airport', 'Colorado Springs', 'CO', 'USA', 38.80581, -104.70025), (73, 'COU', 'Columbia Regional Airport', 'Columbia', 'MO', 'USA', 38.81809, -92.21963), (74, 'CPR', 'Natrona County International Airport', 'Casper', 'WY', 'USA', 42.90836, -106.46447), (75, 'CRP', 'Corpus Christi International Airport', 'Corpus Christi', 'TX', 'USA', 27.77036, -97.50122), (76, 'CRW', 'Yeager Airport', 'Charleston', 'WV', 'USA', 38.37315, -81.59319), (77, 'CSG', 'Columbus Metropolitan Airport', 'Columbus', 'GA', 'USA', 32.51633, -84.93886), (78, 'CVG', 'Cincinnati/Northern Kentucky International Airport', 'Covington', 'KY', 'USA', 39.04614, -84.66217), (79, 'CWA', 'Central Wisconsin Airport', 'Mosinee', 'WI', 'USA', 44.77762, -89.66678), (80, 'DAB', 'Daytona Beach International Airport', 'Daytona Beach', 'FL', 'USA', 29.17992, -81.05806), (81, 'DAL', 'Dallas Love Field', 'Dallas', 'TX', 'USA', 32.84711, -96.85177), (82, 'DAY', 'James M. Cox Dayton International Airport', 'Dayton', 'OH', 'USA', 39.90238, -84.21938), (83, 'DBQ', 'Dubuque Regional Airport', 'Dubuque', 'IA', 'USA', 42.40296, -90.70917), (84, 'DCA', 'Ronald Reagan Washington National Airport', 'Arlington', 'VA', 'USA', 38.85208, -77.03772), (85, 'DEN', 'Denver International Airport', 'Denver', 'CO', 'USA', 39.85841, -104.667), (86, 'DFW', 'Dallas/Fort Worth International Airport', 'Dallas-Fort Worth', 'TX', 'USA', 32.89595, -97.0372), (87, 'DHN', 'Dothan Regional Airport', 'Dothan', 'AL', 'USA', 31.32134, -85.44963), (88, 'DIK', 'Dickinson Theodore Roosevelt Regional Airport', 'Dickinson', 'ND', 'USA', 46.79739, -102.80195), (89, 'DLG', 'Dillingham Airport', 'Dillingham', 'AK', 'USA', 59.04541, -158.50334), (90, 'DLH', 'Duluth International Airport', 'Duluth', 'MN', 'USA', 46.84209, -92.19365), (91, 'DRO', 'Durango-La Plata County Airport', 'Durango', 'CO', 'USA', 37.15152, -107.75377), (92, 'DSM', 'Des Moines International Airport', 'Des Moines', 'IA', 'USA', 41.53493, -93.66068), (93, 'DTW', 'Detroit Metropolitan Airport', 'Detroit', 'MI', 'USA', 42.21206, -83.34884), (94, 'DVL', 'Devils Lake Regional Airport', 'Devils Lake', 'ND', 'USA', 48.11425, -98.90878), (95, 'EAU', 'Chippewa Valley Regional Airport', 'Eau Claire', 'WI', 'USA', 44.86526, -91.48507), (96, 'ECP', 'Northwest Florida Beaches International Airport', 'Panama City', 'FL', 'USA', None, None), (97, 'EGE', 'Eagle County Regional Airport', 'Eagle', 'CO', 'USA', 39.64257, -106.9177), (98, 'EKO', 'Elko Regional Airport', 'Elko', 'NV', 'USA', 40.82493, -115.7917), (99, 'ELM', 'Elmira/Corning Regional Airport', 'Elmira', 'NY', 'USA', 42.15991, -76.89144), (100, 'ELP', 'El Paso International Airport', 'El Paso', 'TX', 'USA', 31.80667, -106.37781), (101, 'ERI', 'Erie International Airport', 'Erie', 'PA', 'USA', 42.08202, -80.17622), (102, 'ESC', 'Delta County Airport', 'Escanaba', 'MI', 'USA', 45.72267, -87.09373), (103, 'EUG', 'Eugene Airport\xa0(Mahlon Sweet Field)', 'Eugene', 'OR', 'USA', 44.12326, -123.21869), (104, 'EVV', 'Evansville Regional Airport', 'Evansville', 'IN', 'USA', 38.03799, -87.53063), (105, 'EWN', 'Coastal Carolina Regional Airport\xa0(Craven County Regional)', 'New Bern', 'NC', 'USA', 35.07297, -77.04294), (106, 'EWR', 'Newark Liberty International Airport', 'Newark', 'NJ', 'USA', 40.6925, -74.16866), (107, 'EYW', 'Key West International Airport', 'Key West', 'FL', 'USA', 24.55611, -81.75956), (108, 'FAI', 'Fairbanks International Airport', 'Fairbanks', 'AK', 'USA', 64.81368, -147.85967), (109, 'FAR', 'Hector International Airport', 'Fargo', 'ND', 'USA', 46.91935, -96.81499), (110, 'FAT', 'Fresno Yosemite International Airport', 'Fresno', 'CA', 'USA', 36.77619, -119.71814), (111, 'FAY', 'Fayetteville Regional Airport', 'Fayetteville', 'NC', 'USA', 34.99147, -78.88), (112, 'FCA', 'Glacier Park International Airport', 'Kalispell', 'MT', 'USA', 48.3114, -114.25507), (113, 'FLG', 'Flagstaff Pulliam Airport', 'Flagstaff', 'AZ', 'USA', 35.13845, -111.67122), (114, 'FLL', 'Fort Lauderdale-Hollywood International Airport', 'Ft. Lauderdale', 'FL', 'USA', 26.07258, -80.15275), (115, 'FNT', 'Bishop International Airport', 'Flint', 'MI', 'USA', 42.9655, -83.74346), (116, 'FSD', 'Sioux Falls Regional Airport', 'Sioux Falls', 'SD', 'USA', 43.58135, -96.7417), (117, 'FSM', 'Fort Smith Regional Airport', 'Fort Smith', 'AR', 'USA', 35.33659, -94.36744), (118, 'FWA', 'Fort Wayne International Airport', 'Fort Wayne', 'IN', 'USA', 40.97847, -85.19515), (119, 'GCC', 'Gillette-Campbell County Airport', 'Gillette', 'WY', 'USA', 44.3489, -105.53936), (120, 'GCK', 'Garden City Regional Airport', 'Garden City', 'KS', 'USA', 37.92752, -100.72441), (121, 'GEG', 'Spokane International Airport', 'Spokane', 'WA', 'USA', 47.61986, -117.53384), (122, 'GFK', 'Grand Forks International Airport', 'Grand Forks', 'ND', 'USA', 47.94926, -97.17611), (123, 'GGG', 'East Texas Regional Airport', 'Longview', 'TX', 'USA', 32.38486, -94.71171), (124, 'GJT', 'Grand Junction Regional Airport\xa0(Walker Field)', 'Grand Junction', 'CO', 'USA', 39.12241, -108.52673), (125, 'GNV', 'Gainesville Regional Airport', 'Gainesville', 'FL', 'USA', 29.69006, -82.27178), (126, 'GPT', 'Gulfport-Biloxi International Airport', 'Gulfport-Biloxi', 'MS', 'USA', 30.40728, -89.07009), (127, 'GRB', 'Green Bay-Austin Straubel International Airport', 'Green Bay', 'WI', 'USA', 44.48507, -88.12959), (128, 'GRI', 'Central Nebraska Regional Airport', 'Grand Island', 'NE', 'USA', 40.96747, -98.30861), (129, 'GRK', 'Killeen-Fort Hood Regional Airport', 'Killeen', 'TX', 'USA', 31.0649, -97.8278), (130, 'GRR', 'Gerald R. Ford International Airport', 'Grand Rapids', 'MI', 'USA', 42.88082, -85.52277), (131, 'GSO', 'Piedmont Triad International Airport', 'Greensboro', 'NC', 'USA', 36.09775, -79.9373), (132, 'GSP', 'Greenville-Spartanburg International Airport', 'Greer', 'SC', 'USA', 34.89567, -82.21886), (133, 'GST', 'Gustavus Airport', 'Gustavus', 'AK', 'USA', 58.42438, -135.70738), (134, 'GTF', 'Great Falls International Airport', 'Great Falls', 'MT', 'USA', 47.482, -111.37069), (135, 'GTR', 'Golden Triangle Regional Airport', 'Columbus-Starkville-West Point', 'MS', 'USA', 33.45033, -88.59137), (136, 'GUC', 'Gunnison-Crested Butte Regional Airport', 'Gunnison', 'CO', 'USA', 38.53396, -106.93318), (137, 'GUM', 'Guam International Airport', 'Agana', 'GU', 'USA', 13.48345, -144.79598), (138, 'HDN', 'Yampa Valley Airport\xa0(Yampa Valley Regional)', 'Hayden', 'CO', 'USA', 40.48118, -107.21766), (139, 'HIB', 'Range Regional Airport\xa0(Chisholm-Hibbing Airport)', 'Hibbing', 'MN', 'USA', 47.3866, -92.83899), (140, 'HLN', 'Helena Regional Airport', 'Helena', 'MT', 'USA', 46.60682, -111.98275), (141, 'HNL', 'Honolulu International Airport', 'Honolulu', 'HI', 'USA', 21.31869, -157.92241), (142, 'HOB', 'Lea County Regional Airport', 'Hobbs', 'NM', 'USA', 32.68753, -103.21703), (143, 'HOU', 'William P. Hobby Airport', 'Houston', 'TX', 'USA', 29.64542, -95.27889), (144, 'HPN', 'Westchester County Airport', 'White Plains', 'NY', 'USA', 41.06696, -73.70757), (145, 'HRL', 'Valley International Airport', 'Harlingen', 'TX', 'USA', 26.22851, -97.65439), (146, 'HSV', 'Huntsville International Airport', 'Huntsville', 'AL', 'USA', 34.64045, -86.77311), (147, 'HYA', 'Barnstable Municipal Airport', 'Hyannis', 'MA', 'USA', 41.66934, -70.28036), (148, 'HYS', 'Hays Regional Airport', 'Hays', 'KS', 'USA', 38.84494, -99.27403), (149, 'IAD', 'Washington Dulles International Airport', 'Chantilly', 'VA', 'USA', 38.94453, -77.45581), (150, 'IAG', 'Niagara Falls International Airport', 'Niagara Falls', 'NY', 'USA', 43.10726, -78.94538), (151, 'IAH', 'George Bush Intercontinental Airport', 'Houston', 'TX', 'USA', 29.98047, -95.33972), (152, 'ICT', 'Wichita Dwight D. Eisenhower National Airport\xa0(Wichita Mid-Continent Airport)', 'Wichita', 'KS', 'USA', 37.64996, -97.43305), (153, 'IDA', 'Idaho Falls Regional Airport', 'Idaho Falls', 'ID', 'USA', 43.51456, -112.07017), (154, 'ILG', 'Wilmington Airport', 'Wilmington', 'DE', 'USA', 39.67872, -75.60653), (155, 'ILM', 'Wilmington International Airport', 'Wilmington', 'NC', 'USA', 34.27061, -77.90256), (156, 'IMT', 'Ford Airport', 'Iron Mountain/Kingsford', 'MI', 'USA', 45.81835, -88.11454), (157, 'IND', 'Indianapolis International Airport', 'Indianapolis', 'IN', 'USA', 39.71733, -86.29438), (158, 'INL', 'Falls International Airport', 'International Falls', 'MN', 'USA', 48.56619, -93.40307), (159, 'ISN', 'Sloulin Field International Airport', 'Williston', 'ND', 'USA', 48.17794, -103.64235), (160, 'ISP', 'Long Island MacArthur Airport', 'Islip', 'NY', 'USA', 40.79524, -73.10021), (161, 'ITH', 'Ithaca Tompkins Regional Airport', 'Ithaca', 'NY', 'USA', 42.49103, -76.45844), (162, 'ITO', 'Hilo International Airport', 'Hilo', 'HI', 'USA', 19.72026, -155.04847), (163, 'JAC', 'Jackson Hole Airport', 'Jackson', 'WY', 'USA', 43.60732, -110.73774), (164, 'JAN', 'Jackson-Evers International Airport', 'Jackson', 'MS', 'USA', 32.31117, -90.07589), (165, 'JAX', 'Jacksonville International Airport', 'Jacksonville', 'FL', 'USA', 30.49406, -81.68786), (166, 'JFK', 'John F. Kennedy International Airport\xa0(New York International Airport)', 'New York', 'NY', 'USA', 40.63975, -73.77893), (167, 'JLN', 'Joplin Regional Airport', 'Joplin', 'MO', 'USA', 37.15181, -94.49827), (168, 'JMS', 'Jamestown Regional Airport', 'Jamestown', 'ND', 'USA', 46.92972, -98.6782), (169, 'JNU', 'Juneau International Airport', 'Juneau', 'AK', 'USA', 58.35496, -134.57628), (170, 'KOA', 'Kona International Airport at Keahole', 'Kailua/Kona', 'HI', 'USA', 19.73877, -156.04563), (171, 'KTN', 'Ketchikan International Airport', 'Ketchikan', 'AK', 'USA', 55.35557, -131.71374), (172, 'LAN', 'Capital Region International Airport\xa0( Lansing Capital City)', 'Lansing', 'MI', 'USA', 42.7787, -84.58736), (173, 'LAR', 'Laramie Regional Airport', 'Laramie', 'WY', 'USA', 41.31205, -105.67499), (174, 'LAS', 'McCarran International Airport', 'Las Vegas', 'NV', 'USA', 36.08036, -115.15233), (175, 'LAW', 'Lawton-Fort Sill Regional Airport', 'Lawton', 'OK', 'USA', 34.56771, -98.41664), (176, 'LAX', 'Los Angeles International Airport', 'Los Angeles', 'CA', 'USA', 33.94254, -118.40807), (177, 'LBB', 'Lubbock Preston Smith International Airport', 'Lubbock', 'TX', 'USA', 33.66364, -101.82278), (178, 'LBE', 'Arnold Palmer Regional Airport', 'Latrobe', 'PA', 'USA', 40.27594, -79.4048), (179, 'LCH', 'Lake Charles Regional Airport', 'Lake Charles', 'LA', 'USA', 30.1261, -93.2234), (180, 'LEX', 'Blue Grass Airport', 'Lexington', 'KY', 'USA', 38.03697, -84.60539), (181, 'LFT', 'Lafayette Regional Airport', 'Lafayette', 'LA', 'USA', 30.20528, -91.98766), (182, 'LGA', 'LaGuardia Airport (Marine Air Terminal)', 'New York', 'NY', 'USA', 40.77724, -73.87261), (183, 'LGB', 'Long Beach Airport\xa0(Daugherty Field)', 'Long Beach', 'CA', 'USA', 33.81772, -118.15161), (184, 'LIH', 'Lihue Airport', 'Lihue', 'HI', 'USA', 21.97598, -159.33896), (185, 'LIT', 'Bill and Hillary Clinton National Airport\xa0(Adams Field)', 'Little Rock', 'AR', 'USA', 34.7294, -92.22425), (186, 'LNK', 'Lincoln Airport\xa0(Lincoln Municipal)', 'Lincoln', 'NE', 'USA', 40.85097, -96.75925), (187, 'LRD', 'Laredo International Airport', 'Laredo', 'TX', 'USA', 27.54374, -99.46154), (188, 'LSE', 'La Crosse Regional Airport', 'La Crosse', 'WI', 'USA', 43.87938, -91.25654), (189, 'LWS', 'Lewiston-Nez Perce County Airport', 'Lewiston', 'ID', 'USA', 46.3745, -117.01539), (190, 'MAF', 'Midland International Airport', 'Midland', 'TX', 'USA', 31.94253, -102.20191), (191, 'MBS', 'MBS International Airport', 'Saginaw', 'MI', 'USA', 43.53291, -84.07965), (192, 'MCI', 'Kansas City International Airport', 'Kansas City', 'MO', 'USA', 39.29761, -94.71391), (193, 'MCO', 'Orlando International Airport', 'Orlando', 'FL', 'USA', 28.42889, -81.31603), (194, 'MDT', 'Harrisburg International Airport', 'Harrisburg', 'PA', 'USA', 40.1935, -76.7634), (195, 'MDW', 'Chicago Midway International Airport', 'Chicago', 'IL', 'USA', 41.78598, -87.75242), (196, 'MEI', 'Meridian Regional Airport', 'Meridian', 'MS', 'USA', 32.33313, -88.75121), (197, 'MEM', 'Memphis International Airport', 'Memphis', 'TN', 'USA', 35.04242, -89.97667), (198, 'MFE', 'McAllen-Miller International Airport\xa0(McAllen Miller International)', 'McAllen', 'TX', 'USA', 26.17583, -98.23861), (199, 'MFR', 'Rogue Valley International Airport', 'Medford', 'OR', 'USA', 42.37423, -122.8735), (200, 'MGM', 'Montgomery Regional Airport', 'Montgomery', 'AL', 'USA', 32.30064, -86.39398), (201, 'MHK', 'Manhattan Regional Airport', 'Manhattan', 'KS', 'USA', 39.14097, -96.67083), (202, 'MHT', 'Manchester-Boston Regional Airport', 'Manchester', 'NH', 'USA', 42.93452, -71.43706), (203, 'MIA', 'Miami International Airport', 'Miami', 'FL', 'USA', 25.79325, -80.29056), (204, 'MKE', 'General Mitchell International Airport', 'Milwaukee', 'WI', 'USA', 42.94722, -87.89658), (205, 'MKG', 'Muskegon County Airport', 'Muskegon', 'MI', 'USA', 43.16949, -86.23822), (206, 'MLB', 'Melbourne International Airport', 'Melbourne', 'FL', 'USA', 28.10275, -80.64581), (207, 'MLI', 'Quad City International Airport', 'Moline', 'IL', 'USA', 41.44853, -90.50754), (208, 'MLU', 'Monroe Regional Airport', 'Monroe', 'LA', 'USA', 32.51087, -92.03769), (209, 'MMH', 'Mammoth Yosemite Airport', 'Mammoth Lakes', 'CA', 'USA', 37.62405, -118.83777), (210, 'MOB', 'Mobile Regional Airport', 'Mobile', 'AL', 'USA', 30.69142, -88.24283), (211, 'MOT', 'Minot International Airport', 'Minot', 'ND', 'USA', 48.25938, -101.28033), (212, 'MQT', 'Sawyer International Airport', 'Marquette', 'MI', 'USA', 46.35364, -87.39536), (213, 'MRY', 'Monterey Regional Airport\xa0(Monterey Peninsula Airport)', 'Monterey', 'CA', 'USA', 36.58698, -121.84295), (214, 'MSN', 'Dane County Regional Airport', 'Madison', 'WI', 'USA', 43.13986, -89.33751), (215, 'MSO', 'Missoula International Airport', 'Missoula', 'MT', 'USA', 46.91631, -114.09056), (216, 'MSP', 'Minneapolis-Saint Paul International Airport', 'Minneapolis', 'MN', 'USA', 44.88055, -93.21692), (217, 'MSY', 'Louis Armstrong New Orleans International Airport', 'New Orleans', 'LA', 'USA', 29.99339, -90.25803), (218, 'MTJ', 'Montrose Regional Airport', 'Montrose', 'CO', 'USA', 38.50887, -107.89383), (219, 'MVY', "Martha's Vineyard Airport", 'Marthas Vineyard', 'MA', 'USA', 41.39303, -70.61433), (220, 'MYR', 'Myrtle Beach International Airport', 'Myrtle Beach', 'SC', 'USA', 33.67975, -78.92833), (221, 'OAJ', 'Albert J. Ellis Airport', 'Jacksonville', 'NC', 'USA', 34.82916, -77.61214), (222, 'OAK', 'Oakland International Airport', 'Oakland', 'CA', 'USA', 37.72129, -122.22072), (223, 'OGG', 'Kahului Airport', 'Kahului', 'HI', 'USA', 20.89865, -156.43046), (224, 'OKC', 'Will Rogers World Airport', 'Oklahoma City', 'OK', 'USA', 35.39309, -97.60073), (225, 'OMA', 'Eppley Airfield', 'Omaha', 'NE', 'USA', 41.30252, -95.89417), (226, 'OME', 'Nome Airport', 'Nome', 'AK', 'USA', 64.5122, -165.44525), (227, 'ONT', 'Ontario International Airport', 'Ontario', 'CA', 'USA', 34.056, -117.60119), (228, 'ORD', "Chicago O'Hare International Airport", 'Chicago', 'IL', 'USA', 41.9796, -87.90446), (229, 'ORF', 'Norfolk International Airport', 'Norfolk', 'VA', 'USA', 36.89461, -76.20122), (230, 'ORH', 'Worcester Regional Airport', 'Worcester', 'MA', 'USA', 42.26734, -71.87571), (231, 'OTH', 'Southwest Oregon Regional Airport\xa0(North Bend Municipal)', 'North Bend', 'OR', 'USA', 43.41714, -124.24603), (232, 'OTZ', 'Ralph Wien Memorial Airport', 'Kotzebue', 'AK', 'USA', 66.88468, -162.59855), (233, 'PAH', 'Barkley Regional Airport', 'Paducah', 'KY', 'USA', 37.06083, -88.77375), (234, 'PBG', 'Plattsburgh International Airport', 'Plattsburgh', 'NY', 'USA', None, None), (235, 'PBI', 'Palm Beach International Airport', 'West Palm Beach', 'FL', 'USA', 26.68316, -80.09559), (236, 'PDX', 'Portland International Airport', 'Portland', 'OR', 'USA', 45.58872, -122.5975), (237, 'PHF', 'Newport News/Williamsburg International Airport', 'Newport News', 'VA', 'USA', 37.1319, -76.49299), (238, 'PHL', 'Philadelphia International Airport', 'Philadelphia', 'PA', 'USA', 39.87195, -75.24114), (239, 'PHX', 'Phoenix Sky Harbor International Airport', 'Phoenix', 'AZ', 'USA', 33.43417, -112.00806), (240, 'PIA', 'General Wayne A. Downing Peoria International Airport', 'Peoria', 'IL', 'USA', 40.66424, -89.69331), (241, 'PIB', 'Hattiesburg-Laurel Regional Airport', 'Hattiesburg-Laurel', 'MS', 'USA', 31.46715, -89.33706), (242, 'PIH', 'Pocatello Regional Airport', 'Pocatello', 'ID', 'USA', 42.91131, -112.59586), (243, 'PIT', 'Pittsburgh International Airport', 'Pittsburgh', 'PA', 'USA', 40.49147, -80.23287), (244, 'PLN', 'Pellston Regional Airport of Emmet County', 'Pellston', 'MI', 'USA', 45.57093, -84.79672), (245, 'PNS', 'Pensacola International Airport\xa0(Pensacola Gulf Coast Regional Airport)', 'Pensacola', 'FL', 'USA', 30.47331, -87.18744), (246, 'PPG', 'Pago Pago International Airport (Tafuna Airport)', 'Pago Pago', 'AS', 'USA', 14.33102, -170.71053), (247, 'PSC', 'Tri-Cities Airport', 'Pasco', 'WA', 'USA', 46.26468, -119.11903), (248, 'PSE', 'Mercedita Airport', 'Ponce', 'PR', 'USA', 18.0083, -66.56301), (249, 'PSG', 'Petersburg James A. Johnson Airport', 'Petersburg', 'AK', 'USA', 56.80165, -132.94528), (250, 'PSP', 'Palm Springs International Airport', 'Palm Springs', 'CA', 'USA', 33.82922, -116.50625), (251, 'PUB', 'Pueblo Memorial Airport', 'Pueblo', 'CO', 'USA', 38.28909, -104.49657), (252, 'PVD', 'Theodore Francis Green State Airport', 'Providence', 'RI', 'USA', 41.724, -71.42822), (253, 'PWM', 'Portland International Jetport', 'Portland', 'ME', 'USA', 43.64617, -70.30875), (254, 'RAP', 'Rapid City Regional Airport', 'Rapid City', 'SD', 'USA', 44.04532, -103.05737), (255, 'RDD', 'Redding Municipal Airport', 'Redding', 'CA', 'USA', 40.50898, -122.2934), (256, 'RDM', 'Redmond Municipal Airport\xa0(Roberts Field)', 'Redmond', 'OR', 'USA', 44.25407, -121.14996), (257, 'RDU', 'Raleigh-Durham International Airport', 'Raleigh', 'NC', 'USA', 35.87764, -78.78747), (258, 'RHI', 'Rhinelander-Oneida County Airport', 'Rhinelander', 'WI', 'USA', 45.63119, -89.46745), (259, 'RIC', 'Richmond International Airport', 'Richmond', 'VA', 'USA', 37.50517, -77.31967), (260, 'RKS', 'Rock Springs-Sweetwater County Airport', 'Rock Springs', 'WY', 'USA', 41.59422, -109.06519), (261, 'RNO', 'Reno/Tahoe International Airport', 'Reno', 'NV', 'USA', 39.49858, -119.76806), (262, 'ROA', 'Roanoke Regional Airport\xa0(Woodrum Field)', 'Roanoke', 'VA', 'USA', 37.32547, -79.97543), (263, 'ROC', 'Greater Rochester International Airport', 'Rochester', 'NY', 'USA', 43.11887, -77.67238), (264, 'ROW', 'Roswell International Air Center', 'Roswell', 'NM', 'USA', 33.30156, -104.53056), (265, 'RST', 'Rochester International Airport', 'Rochester', 'MN', 'USA', 43.90883, -92.49799), (266, 'RSW', 'Southwest Florida International Airport', 'Ft. Myers', 'FL', 'USA', 26.53617, -81.75517), (267, 'SAF', 'Santa Fe Municipal Airport', 'Santa Fe', 'NM', 'USA', 35.61678, -106.08814), (268, 'SAN', 'San Diego International Airport\xa0(Lindbergh Field)', 'San Diego', 'CA', 'USA', 32.73356, -117.18966), (269, 'SAT', 'San Antonio International Airport', 'San Antonio', 'TX', 'USA', 29.53369, -98.46978), (270, 'SAV', 'Savannah/Hilton Head International Airport', 'Savannah', 'GA', 'USA', 32.12758, -81.20214), (271, 'SBA', 'Santa Barbara Municipal Airport\xa0(Santa Barbara Airport)', 'Santa Barbara', 'CA', 'USA', 34.42621, -119.84037), (272, 'SBN', 'South Bend International Airport\xa0(South Bend Regional)', 'South Bend', 'IN', 'USA', 41.70895, -86.31847), (273, 'SBP', 'San Luis Obispo County Regional Airport\xa0(McChesney Field)', 'San Luis Obispo', 'CA', 'USA', 35.23706, -120.64239), (274, 'SCC', 'Deadhorse Airport\xa0(Prudhoe Bay Airport)', 'Deadhorse', 'AK', 'USA', 70.19476, -148.46516), (275, 'SCE', 'University Park Airport', 'State College', 'PA', 'USA', 40.85121, -77.8463), (276, 'SDF', 'Louisville International Airport\xa0(Standiford Field)', 'Louisville', 'KY', 'USA', 38.17439, -85.736), (277, 'SEA', 'Seattle-Tacoma International Airport', 'Seattle', 'WA', 'USA', 47.44898, -122.30931), (278, 'SFO', 'San Francisco International Airport', 'San Francisco', 'CA', 'USA', 37.619, -122.37484), (279, 'SGF', 'Springfield-Branson National Airport', 'Springfield', 'MO', 'USA', 37.24433, -93.38686), (280, 'SGU', 'St. George Regional Airport', 'St George', 'UT', 'USA', 37.09058, -113.59306), (281, 'SHV', 'Shreveport Regional Airport', 'Shreveport', 'LA', 'USA', 32.44663, -93.8256), (282, 'SIT', 'Sitka Rocky Gutierrez Airport', 'Sitka', 'AK', 'USA', 57.04714, -135.3616), (283, 'SJC', 'Norman Y. Mineta San José International Airport', 'San Jose', 'CA', 'USA', 37.36186, -121.92901), (284, 'SJT', 'San Angelo Regional Airport\xa0(Mathis Field)', 'San Angelo', 'TX', 'USA', 31.35775, -100.49631), (285, 'SJU', 'Luis Muñoz Marín International Airport', 'San Juan', 'PR', 'USA', 18.43942, -66.00183), (286, 'SLC', 'Salt Lake City International Airport', 'Salt Lake City', 'UT', 'USA', 40.78839, -111.97777), (287, 'SMF', 'Sacramento International Airport', 'Sacramento', 'CA', 'USA', 38.69542, -121.59077), (288, 'SMX', 'Santa Maria Public Airport\xa0(Capt G. Allan Hancock Field)', 'Santa Maria', 'CA', 'USA', 34.89925, -120.45758), (289, 'SNA', 'John Wayne Airport\xa0(Orange County Airport)', 'Santa Ana', 'CA', 'USA', 33.67566, -117.86822), (290, 'SPI', 'Abraham Lincoln Capital Airport', 'Springfield', 'IL', 'USA', 39.84395, -89.67762), (291, 'SPS', 'Wichita Falls Municipal Airport/Sheppard AFB', 'Wichita Falls', 'TX', 'USA', 33.9888, -98.49189), (292, 'SRQ', 'Sarasota-Bradenton International Airport', 'Sarasota', 'FL', 'USA', 27.39533, -82.55411), (293, 'STC', 'St. Cloud Regional Airport', 'St Cloud', 'MN', 'USA', 45.54532, -94.05834), (294, 'STL', 'St. Louis International Airport at Lambert Field', 'St Louis', 'MO', 'USA', 38.74769, -90.35999), (295, 'STT', 'Cyril E. King Airport', 'Charlotte Amalie', 'VI', 'USA', 18.33731, -64.97336), (296, 'STX', 'Henry E. Rohlsen Airport', 'Christiansted', 'VI', 'USA', 17.70189, -64.79856), (297, 'SUN', 'Friedman Memorial Airport', 'Hailey', 'ID', 'USA', 43.50484, -114.29659), (298, 'SUX', 'Sioux Gateway Airport', 'Sioux City', 'IA', 'USA', 42.4026, -96.38437), (299, 'SWF', 'Stewart International Airport', 'Newburgh', 'NY', 'USA', 41.50409, -74.10484), (300, 'SYR', 'Syracuse Hancock International Airport', 'Syracuse', 'NY', 'USA', 43.11119, -76.10631), (301, 'TLH', 'Tallahassee International Airport', 'Tallahassee', 'FL', 'USA', 30.39653, -84.35033), (302, 'TOL', 'Toledo Express Airport', 'Toledo', 'OH', 'USA', 41.58681, -83.80783), (303, 'TPA', 'Tampa International Airport', 'Tampa', 'FL', 'USA', 27.97547, -82.53325), (304, 'TRI', 'Tri-Cities Regional Airport', 'Bristol', 'TN', 'USA', 36.47521, -82.40742), (305, 'TTN', 'Trenton Mercer Airport', 'Trenton', 'NJ', 'USA', 40.27669, -74.81347), (306, 'TUL', 'Tulsa International Airport', 'Tulsa', 'OK', 'USA', 36.19837, -95.88824), (307, 'TUS', 'Tucson International Airport', 'Tucson', 'AZ', 'USA', 32.11608, -110.94103), (308, 'TVC', 'Cherry Capital Airport', 'Traverse City', 'MI', 'USA', 44.74144, -85.58224), (309, 'TWF', 'Magic Valley Regional Airport\xa0(Joslin Field)', 'Twin Falls', 'ID', 'USA', 42.4818, -114.48774), (310, 'TXK', 'Texarkana Regional Airport\xa0(Webb Field)', 'Texarkana', 'AR', 'USA', 33.45371, -93.99102), (311, 'TYR', 'Tyler Pounds Regional Airport', 'Tyler', 'TX', 'USA', 32.35414, -95.40239), (312, 'TYS', 'McGhee Tyson Airport', 'Knoxville', 'TN', 'USA', 35.81249, -83.99286), (313, 'UST', 'Northeast Florida Regional Airport\xa0(St. Augustine Airport)', 'St. Augustine', 'FL', 'USA', None, None), (314, 'VEL', 'Valdez Airport', 'Vernal', 'UT', 'USA', 40.4409, -109.50992), (315, 'VLD', 'Valdosta Regional Airport', 'Valdosta', 'GA', 'USA', 30.7825, -83.27672), (316, 'VPS', 'Destin-Fort Walton Beach Airport/Eglin AFB', 'Valparaiso', 'FL', 'USA', 30.48325, -86.5254), (317, 'WRG', 'Wrangell Airport', 'Wrangell', 'AK', 'USA', 56.48433, -132.36982), (318, 'WYS', 'Westerly State Airport', 'West Yellowstone', 'MT', 'USA', 44.6884, -111.11764), (319, 'XNA', 'Northwest Arkansas Regional Airport', 'Fayetteville/Springdale/Rogers', 'AR', 'USA', 36.28187, -94.30681), (320, 'YAK', 'Yakutat Airport', 'Yakutat', 'AK', 'USA', 59.50336, -139.66023), (321, 'YUM', 'Yuma International Airport', 'Yuma', 'AZ', 'USA', 32.65658, -114.60597)]
pd.read_csv('flights.csv', dtype={7: str, 8: str}) \
.to_sql('flights', conn, if_exists='replace', method='multi', chunksize=5000)
res = cursor.execute('''SELECT * FROM flights;''')
res.fetchall()
[(0, 2015, 1, 1, 4, 'AS', 98, 'N407AS', 'ANC', 'SEA', 5, 2354.0, -11.0, 21.0, 15.0, 205.0, 194.0, 169.0, 1448, 404.0, 4.0, 430, 408.0, -22.0, 0, 0, None, None, None, None, None, None), (1, 2015, 1, 1, 4, 'AA', 2336, 'N3KUAA', 'LAX', 'PBI', 10, 2.0, -8.0, 12.0, 14.0, 280.0, 279.0, 263.0, 2330, 737.0, 4.0, 750, 741.0, -9.0, 0, 0, None, None, None, None, None, None), (2, 2015, 1, 1, 4, 'US', 840, 'N171US', 'SFO', 'CLT', 20, 18.0, -2.0, 16.0, 34.0, 286.0, 293.0, 266.0, 2296, 800.0, 11.0, 806, 811.0, 5.0, 0, 0, None, None, None, None, None, None), (3, 2015, 1, 1, 4, 'AA', 258, 'N3HYAA', 'LAX', 'MIA', 20, 15.0, -5.0, 15.0, 30.0, 285.0, 281.0, 258.0, 2342, 748.0, 8.0, 805, 756.0, -9.0, 0, 0, None, None, None, None, None, None), (4, 2015, 1, 1, 4, 'AS', 135, 'N527AS', 'SEA', 'ANC', 25, 24.0, -1.0, 11.0, 35.0, 235.0, 215.0, 199.0, 1448, 254.0, 5.0, 320, 259.0, -21.0, 0, 0, None, None, None, None, None, None), (5, 2015, 1, 1, 4, 'DL', 806, 'N3730B', 'SFO', 'MSP', 25, 20.0, -5.0, 18.0, 38.0, 217.0, 230.0, 206.0, 1589, 604.0, 6.0, 602, 610.0, 8.0, 0, 0, None, None, None, None, None, None), (6, 2015, 1, 1, 4, 'NK', 612, 'N635NK', 'LAS', 'MSP', 25, 19.0, -6.0, 11.0, 30.0, 181.0, 170.0, 154.0, 1299, 504.0, 5.0, 526, 509.0, -17.0, 0, 0, None, None, None, None, None, None), (7, 2015, 1, 1, 4, 'US', 2013, 'N584UW', 'LAX', 'CLT', 30, 44.0, 14.0, 13.0, 57.0, 273.0, 249.0, 228.0, 2125, 745.0, 8.0, 803, 753.0, -10.0, 0, 0, None, None, None, None, None, None), (8, 2015, 1, 1, 4, 'AA', 1112, 'N3LAAA', 'SFO', 'DFW', 30, 19.0, -11.0, 17.0, 36.0, 195.0, 193.0, 173.0, 1464, 529.0, 3.0, 545, 532.0, -13.0, 0, 0, None, None, None, None, None, None), (9, 2015, 1, 1, 4, 'DL', 1173, 'N826DN', 'LAS', 'ATL', 30, 33.0, 3.0, 12.0, 45.0, 221.0, 203.0, 186.0, 1747, 651.0, 5.0, 711, 656.0, -15.0, 0, 0, None, None, None, None, None, None), (10, 2015, 1, 1, 4, 'DL', 2336, 'N958DN', 'DEN', 'ATL', 30, 24.0, -6.0, 12.0, 36.0, 173.0, 149.0, 133.0, 1199, 449.0, 4.0, 523, 453.0, -30.0, 0, 0, None, None, None, None, None, None), (11, 2015, 1, 1, 4, 'AA', 1674, 'N853AA', 'LAS', 'MIA', 35, 27.0, -8.0, 21.0, 48.0, 268.0, 266.0, 238.0, 2174, 746.0, 7.0, 803, 753.0, -10.0, 0, 0, None, None, None, None, None, None), (12, 2015, 1, 1, 4, 'DL', 1434, 'N547US', 'LAX', 'MSP', 35, 35.0, 0.0, 18.0, 53.0, 214.0, 210.0, 188.0, 1535, 601.0, 4.0, 609, 605.0, -4.0, 0, 0, None, None, None, None, None, None), (13, 2015, 1, 1, 4, 'DL', 2324, 'N3751B', 'SLC', 'ATL', 40, 34.0, -6.0, 18.0, 52.0, 215.0, 199.0, 176.0, 1590, 548.0, 5.0, 615, 553.0, -22.0, 0, 0, None, None, None, None, None, None), (14, 2015, 1, 1, 4, 'DL', 2440, 'N651DL', 'SEA', 'MSP', 40, 39.0, -1.0, 28.0, 107.0, 189.0, 198.0, 166.0, 1399, 553.0, 4.0, 549, 557.0, 8.0, 0, 0, None, None, None, None, None, None), (15, 2015, 1, 1, 4, 'AS', 108, 'N309AS', 'ANC', 'SEA', 45, 41.0, -4.0, 17.0, 58.0, 204.0, 194.0, 173.0, 1448, 451.0, 4.0, 509, 455.0, -14.0, 0, 0, None, None, None, None, None, None), (16, 2015, 1, 1, 4, 'DL', 1560, 'N3743H', 'ANC', 'SEA', 45, 31.0, -14.0, 25.0, 56.0, 210.0, 200.0, 171.0, 1448, 447.0, 4.0, 515, 451.0, -24.0, 0, 0, None, None, None, None, None, None), (17, 2015, 1, 1, 4, 'UA', 1197, 'N78448', 'SFO', 'IAH', 48, 42.0, -6.0, 11.0, 53.0, 218.0, 217.0, 199.0, 1635, 612.0, 7.0, 626, 619.0, -7.0, 0, 0, None, None, None, None, None, None), (18, 2015, 1, 1, 4, 'AS', 122, 'N413AS', 'ANC', 'PDX', 50, 46.0, -4.0, 11.0, 57.0, 215.0, 201.0, 187.0, 1542, 504.0, 3.0, 525, 507.0, -18.0, 0, 0, None, None, None, None, None, None), (19, 2015, 1, 1, 4, 'DL', 1670, 'N806DN', 'PDX', 'MSP', 50, 45.0, -5.0, 9.0, 54.0, 193.0, 186.0, 171.0, 1426, 545.0, 6.0, 603, 551.0, -12.0, 0, 0, None, None, None, None, None, None), (20, 2015, 1, 1, 4, 'NK', 520, 'N525NK', 'LAS', 'MCI', 55, 120.0, 25.0, 11.0, 131.0, 162.0, 143.0, 128.0, 1139, 539.0, 4.0, 537, 543.0, 6.0, 0, 0, None, None, None, None, None, None), (21, 2015, 1, 1, 4, 'AA', 371, 'N3GXAA', 'SEA', 'MIA', 100, 52.0, -8.0, 30.0, 122.0, 338.0, 347.0, 311.0, 2724, 933.0, 6.0, 938, 939.0, 1.0, 0, 0, None, None, None, None, None, None), (22, 2015, 1, 1, 4, 'NK', 214, 'N632NK', 'LAS', 'DFW', 103, 102.0, -1.0, 13.0, 115.0, 147.0, 147.0, 128.0, 1055, 523.0, 6.0, 530, 529.0, -1.0, 0, 0, None, None, None, None, None, None), (23, 2015, 1, 1, 4, 'AA', 115, 'N3CTAA', 'LAX', 'MIA', 105, 103.0, -2.0, 14.0, 117.0, 286.0, 276.0, 255.0, 2342, 832.0, 7.0, 851, 839.0, -12.0, 0, 0, None, None, None, None, None, None), (24, 2015, 1, 1, 4, 'DL', 1450, 'N671DN', 'LAS', 'MSP', 105, 102.0, -3.0, 11.0, 113.0, 183.0, 163.0, 150.0, 1299, 543.0, 2.0, 608, 545.0, -23.0, 0, 0, None, None, None, None, None, None), (25, 2015, 1, 1, 4, 'UA', 1545, 'N76517', 'LAX', 'IAH', 115, 112.0, -3.0, 11.0, 123.0, 183.0, 175.0, 156.0, 1379, 559.0, 8.0, 618, 607.0, -11.0, 0, 0, None, None, None, None, None, None), (26, 2015, 1, 1, 4, 'AS', 130, 'N457AS', 'FAI', 'SEA', 115, 107.0, -8.0, 25.0, 132.0, 213.0, 218.0, 186.0, 1533, 538.0, 7.0, 548, 545.0, -3.0, 0, 0, None, None, None, None, None, None), (27, 2015, 1, 1, 4, 'NK', 597, 'N528NK', 'MSP', 'FLL', 115, 127.0, 12.0, 14.0, 141.0, 207.0, 220.0, 166.0, 1487, 527.0, 40.0, 542, 607.0, 25.0, 0, 0, None, 25.0, 0.0, 0.0, 0.0, 0.0), (28, 2015, 1, 1, 4, 'US', 413, 'N571UW', 'LAS', 'CLT', 120, 110.0, -10.0, 12.0, 122.0, 245.0, 224.0, 205.0, 1916, 747.0, 7.0, 825, 754.0, -31.0, 0, 0, None, None, None, None, None, None), (29, 2015, 1, 1, 4, 'AA', 2392, 'N3HRAA', 'DEN', 'MIA', 120, 141.0, 21.0, 12.0, 153.0, 227.0, 208.0, 188.0, 1709, 701.0, 8.0, 707, 709.0, 2.0, 0, 0, None, None, None, None, None, None), (30, 2015, 1, 1, 4, 'NK', 168, 'N629NK', 'PHX', 'ORD', 125, 237.0, 72.0, 9.0, 246.0, 204.0, 175.0, 156.0, 1440, 622.0, 10.0, 549, 632.0, 43.0, 0, 0, None, 43.0, 0.0, 0.0, 0.0, 0.0), (31, 2015, 1, 1, 4, 'AA', 2211, 'N3CGAA', 'PHX', 'MIA', 127, 116.0, -11.0, 10.0, 126.0, 239.0, 234.0, 217.0, 1972, 703.0, 7.0, 726, 710.0, -16.0, 0, 0, None, None, None, None, None, None), (32, 2015, 1, 1, 4, 'AS', 136, 'N431AS', 'ANC', 'SEA', 135, None, None, None, None, 205.0, None, None, 1448, None, None, 600, None, None, 0, 1, 'A', None, None, None, None, None), (33, 2015, 1, 1, 4, 'DL', 95, 'N320US', 'SLC', 'ATL', 140, 134.0, -6.0, 43.0, 217.0, 215.0, 231.0, 182.0, 1590, 719.0, 6.0, 715, 725.0, 10.0, 0, 0, None, None, None, None, None, None), (34, 2015, 1, 1, 4, 'NK', 298, 'N514NK', 'LAS', 'IAH', 144, 140.0, -4.0, 10.0, 150.0, 170.0, 170.0, 148.0, 1222, 618.0, 12.0, 634, 630.0, -4.0, 0, 0, None, None, None, None, None, None), (35, 2015, 1, 1, 4, 'HA', 17, 'N389HA', 'LAS', 'HNL', 145, 145.0, 0.0, 16.0, 201.0, 370.0, 385.0, 361.0, 2762, 602.0, 8.0, 555, 610.0, 15.0, 0, 0, None, 0.0, 0.0, 15.0, 0.0, 0.0), (36, 2015, 1, 1, 4, 'US', 617, 'N804AW', 'ANC', 'PHX', 152, 143.0, -9.0, 21.0, 204.0, 323.0, 322.0, 298.0, 2552, 902.0, 3.0, 915, 905.0, -10.0, 0, 0, None, None, None, None, None, None), (37, 2015, 1, 1, 4, 'UA', 1528, 'N76519', 'SJU', 'EWR', 154, 157.0, 3.0, 12.0, 209.0, 255.0, 241.0, 220.0, 1608, 449.0, 9.0, 509, 458.0, -11.0, 0, 0, None, None, None, None, None, None), (38, 2015, 1, 1, 4, 'AS', 134, 'N464AS', 'ANC', 'SEA', 155, 140.0, -15.0, 17.0, 157.0, 218.0, 198.0, 170.0, 1448, 547.0, 11.0, 633, 558.0, -35.0, 0, 0, None, None, None, None, None, None), (39, 2015, 1, 1, 4, 'B6', 304, 'N607JB', 'SJU', 'JFK', 155, 153.0, -2.0, 12.0, 205.0, 235.0, 248.0, 231.0, 1598, 456.0, 5.0, 450, 501.0, 11.0, 0, 0, None, None, None, None, None, None), (40, 2015, 1, 1, 4, 'NK', 451, 'N633NK', 'PBG', 'FLL', 155, 139.0, -16.0, 10.0, 149.0, 208.0, 191.0, 174.0, 1334, 443.0, 7.0, 523, 450.0, -33.0, 0, 0, None, None, None, None, None, None), (41, 2015, 1, 1, 4, 'NK', 972, 'N606NK', 'PHX', 'DFW', 159, 158.0, -1.0, 11.0, 209.0, 123.0, 125.0, 103.0, 868, 452.0, 11.0, 502, 503.0, 1.0, 0, 0, None, None, None, None, None, None), (42, 2015, 1, 1, 4, 'AA', 2459, 'N3BDAA', 'PHX', 'DFW', 200, None, None, None, None, 120.0, None, None, 868, None, None, 500, None, None, 0, 1, 'B', None, None, None, None, None), (43, 2015, 1, 1, 4, 'AS', 144, 'N514AS', 'ANC', 'PDX', 200, 150.0, -10.0, 24.0, 214.0, 210.0, 209.0, 182.0, 1542, 616.0, 3.0, 630, 619.0, -11.0, 0, 0, None, None, None, None, None, None), (44, 2015, 1, 1, 4, 'NK', 647, 'N630NK', 'IAG', 'FLL', 200, 155.0, -5.0, 21.0, 216.0, 184.0, 178.0, 149.0, 1176, 445.0, 8.0, 504, 453.0, -11.0, 0, 0, None, None, None, None, None, None), (45, 2015, 1, 1, 4, 'B6', 1990, 'N597JB', 'SJU', 'EWR', 206, 152.0, -14.0, 19.0, 211.0, 246.0, 264.0, 239.0, 1608, 510.0, 6.0, 512, 516.0, 4.0, 0, 0, None, None, None, None, None, None), (46, 2015, 1, 1, 4, 'US', 699, 'N172US', 'PHX', 'CLT', 220, 209.0, -11.0, 10.0, 219.0, 224.0, 199.0, 183.0, 1773, 722.0, 6.0, 804, 728.0, -36.0, 0, 0, None, None, None, None, None, None), (47, 2015, 1, 1, 4, 'AS', 114, 'N303AS', 'ANC', 'SEA', 220, 209.0, -11.0, 15.0, 224.0, 200.0, 199.0, 176.0, 1448, 620.0, 8.0, 640, 628.0, -12.0, 0, 0, None, None, None, None, None, None), (48, 2015, 1, 1, 4, 'B6', 668, 'N653JB', 'PSE', 'MCO', 255, 248.0, -7.0, 10.0, 258.0, 185.0, 183.0, 169.0, 1179, 447.0, 4.0, 500, 451.0, -9.0, 0, 0, None, None, None, None, None, None), (49, 2015, 1, 1, 4, 'UA', 1162, 'N37293', 'BQN', 'EWR', 259, 258.0, -1.0, 14.0, 312.0, 240.0, 247.0, 225.0, 1585, 557.0, 8.0, 559, 605.0, 6.0, 0, 0, None, None, None, None, None, None), (50, 2015, 1, 1, 4, 'B6', 1030, 'N239JB', 'BQN', 'MCO', 307, 304.0, -3.0, 25.0, 329.0, 173.0, 196.0, 160.0, 1129, 509.0, 11.0, 500, 520.0, 20.0, 0, 0, None, 20.0, 0.0, 0.0, 0.0, 0.0), (51, 2015, 1, 1, 4, 'B6', 262, 'N627JB', 'SJU', 'BOS', 330, 316.0, -14.0, 14.0, 330.0, 245.0, 243.0, 224.0, 1674, 614.0, 5.0, 635, 619.0, -16.0, 0, 0, None, None, None, None, None, None), (52, 2015, 1, 1, 4, 'B6', 2134, 'N307JB', 'SJU', 'MCO', 400, 535.0, 95.0, 9.0, 544.0, 185.0, 175.0, 163.0, 1189, 727.0, 3.0, 605, 730.0, 85.0, 0, 0, None, 0.0, 0.0, 85.0, 0.0, 0.0), (53, 2015, 1, 1, 4, 'B6', 730, 'N621JB', 'BQN', 'MCO', 419, 423.0, 4.0, 11.0, 434.0, 174.0, 163.0, 148.0, 1129, 602.0, 4.0, 613, 606.0, -7.0, 0, 0, None, None, None, None, None, None), (54, 2015, 1, 1, 4, 'B6', 768, 'N317JB', 'PSE', 'MCO', 424, 413.0, -11.0, 24.0, 437.0, 186.0, 196.0, 166.0, 1179, 623.0, 6.0, 630, 629.0, -1.0, 0, 0, None, None, None, None, None, None), (55, 2015, 1, 1, 4, 'B6', 2276, 'N646JB', 'SJU', 'BDL', 438, 550.0, 72.0, 15.0, 605.0, 241.0, 258.0, 237.0, 1666, 902.0, 6.0, 739, 908.0, 89.0, 0, 0, None, 17.0, 0.0, 72.0, 0.0, 0.0), (56, 2015, 1, 1, 4, 'US', 602, 'N197UW', 'ORD', 'PHX', 500, 459.0, -1.0, 12.0, 511.0, 228.0, 232.0, 214.0, 1440, 745.0, 6.0, 748, 751.0, 3.0, 0, 0, None, None, None, None, None, None), (57, 2015, 1, 1, 4, 'AS', 695, 'N607AS', 'GEG', 'SEA', 500, 456.0, -4.0, 22.0, 518.0, 70.0, 74.0, 39.0, 224, 557.0, 13.0, 610, 610.0, 0.0, 0, 0, None, None, None, None, None, None), (58, 2015, 1, 1, 4, 'HA', 102, 'N492HA', 'HNL', 'ITO', 500, 452.0, -8.0, 10.0, 502.0, 49.0, 51.0, 35.0, 216, 537.0, 6.0, 549, 543.0, -6.0, 0, 0, None, None, None, None, None, None), (59, 2015, 1, 1, 4, 'OO', 5467, 'N701BR', 'ONT', 'SFO', 500, 513.0, 13.0, 19.0, 532.0, 89.0, 85.0, 61.0, 363, 633.0, 5.0, 629, 638.0, 9.0, 0, 0, None, None, None, None, None, None), (60, 2015, 1, 1, 4, 'HA', 108, 'N476HA', 'HNL', 'KOA', 502, 501.0, -1.0, 12.0, 513.0, 42.0, 48.0, 30.0, 163, 543.0, 6.0, 544, 549.0, 5.0, 0, 0, None, None, None, None, None, None), (61, 2015, 1, 1, 4, 'AS', 730, 'N423AS', 'ANC', 'SEA', 505, 457.0, -8.0, 16.0, 513.0, 205.0, 199.0, 179.0, 1448, 912.0, 4.0, 930, 916.0, -14.0, 0, 0, None, None, None, None, None, None), (62, 2015, 1, 1, 4, 'HA', 206, 'N484HA', 'HNL', 'OGG', 505, 454.0, -11.0, 10.0, 504.0, 36.0, 36.0, 20.0, 100, 524.0, 6.0, 541, 530.0, -11.0, 0, 0, None, None, None, None, None, None), (63, 2015, 1, 1, 4, 'UA', 1500, 'N30401', 'ORD', 'IAH', 510, 514.0, 4.0, 23.0, 537.0, 175.0, 182.0, 147.0, 925, 804.0, 12.0, 805, 816.0, 11.0, 0, 0, None, None, None, None, None, None), (64, 2015, 1, 1, 4, 'AA', 1323, 'N3CXAA', 'MCO', 'MIA', 510, 507.0, -3.0, 14.0, 521.0, 63.0, 55.0, 38.0, 192, 559.0, 3.0, 613, 602.0, -11.0, 0, 0, None, None, None, None, None, None), (65, 2015, 1, 1, 4, 'NK', 103, 'N616NK', 'BOS', 'MYR', 510, 506.0, -4.0, 16.0, 522.0, 140.0, 134.0, 112.0, 738, 714.0, 6.0, 730, 720.0, -10.0, 0, 0, None, None, None, None, None, None), (66, 2015, 1, 1, 4, 'OO', 7404, 'N8982A', 'HIB', 'MSP', 510, 500.0, -10.0, 37.0, 537.0, 68.0, 78.0, 35.0, 174, 612.0, 6.0, 618, 618.0, 0.0, 0, 0, None, None, None, None, None, None), (67, 2015, 1, 1, 4, 'OO', 7419, 'N445SW', 'ABR', 'MSP', 510, 508.0, -2.0, 21.0, 529.0, 69.0, 67.0, 41.0, 257, 610.0, 5.0, 619, 615.0, -4.0, 0, 0, None, None, None, None, None, None), (68, 2015, 1, 1, 4, 'OO', 5254, 'N746SK', 'MAF', 'IAH', 510, None, None, None, None, 87.0, None, None, 429, None, None, 637, None, None, 0, 1, 'B', None, None, None, None, None), (69, 2015, 1, 1, 4, 'US', 480, 'N676AW', 'SEA', 'PHX', 515, 510.0, -5.0, 15.0, 525.0, 165.0, 168.0, 146.0, 1107, 851.0, 7.0, 900, 858.0, -2.0, 0, 0, None, None, None, None, None, None), (70, 2015, 1, 1, 4, 'AA', 1057, 'N3ASAA', 'DFW', 'MIA', 515, 703.0, 108.0, 15.0, 718.0, 161.0, 155.0, 133.0, 1121, 1031.0, 7.0, 856, 1038.0, 102.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 102.0), (71, 2015, 1, 1, 4, 'AA', 2454, 'N3ETAA', 'BOS', 'MIA', 515, 510.0, -5.0, 14.0, 524.0, 208.0, 215.0, 182.0, 1258, 826.0, 19.0, 843, 845.0, 2.0, 0, 0, None, None, None, None, None, None), (72, 2015, 1, 1, 4, 'EV', 4354, 'N12142', 'MKE', 'IAH', 515, 517.0, 2.0, 12.0, 529.0, 178.0, 189.0, 163.0, 984, 812.0, 14.0, 813, 826.0, 13.0, 0, 0, None, None, None, None, None, None), (73, 2015, 1, 1, 4, 'US', 425, 'N174US', 'PDX', 'PHX', 520, 620.0, 60.0, 13.0, 633.0, 150.0, 150.0, 132.0, 1009, 945.0, 5.0, 850, 950.0, 60.0, 0, 0, None, 0.0, 0.0, 60.0, 0.0, 0.0), (74, 2015, 1, 1, 4, 'AA', 89, 'N3KVAA', 'IAH', 'MIA', 520, 618.0, 58.0, 19.0, 637.0, 141.0, 137.0, 111.0, 964, 928.0, 7.0, 841, 935.0, 54.0, 0, 0, None, 0.0, 0.0, 54.0, 0.0, 0.0), (75, 2015, 1, 1, 4, 'DL', 2099, 'N355NW', 'BNA', 'DTW', 520, 511.0, -9.0, 30.0, 541.0, 103.0, 106.0, 66.0, 456, 747.0, 10.0, 803, 757.0, -6.0, 0, 0, None, None, None, None, None, None), (76, 2015, 1, 1, 4, 'EV', 4685, 'N26545', 'BRO', 'IAH', 520, 517.0, -3.0, 15.0, 532.0, 74.0, 72.0, 49.0, 308, 621.0, 8.0, 634, 629.0, -5.0, 0, 0, None, None, None, None, None, None), (77, 2015, 1, 1, 4, 'EV', 5583, 'N882AS', 'VPS', 'ATL', 520, 514.0, -6.0, 9.0, 523.0, 66.0, 57.0, 42.0, 250, 705.0, 6.0, 726, 711.0, -15.0, 0, 0, None, None, None, None, None, None), (78, 2015, 1, 1, 4, 'OO', 5484, 'N824AS', 'BOI', 'SFO', 520, 525.0, 5.0, 24.0, 549.0, 112.0, 110.0, 79.0, 522, 608.0, 7.0, 612, 615.0, 3.0, 0, 0, None, None, None, None, None, None), (79, 2015, 1, 1, 4, 'OO', 7370, 'N432SW', 'BJI', 'MSP', 520, 517.0, -3.0, 31.0, 548.0, 60.0, 72.0, 34.0, 199, 622.0, 7.0, 620, 629.0, 9.0, 0, 0, None, None, None, None, None, None), (80, 2015, 1, 1, 4, 'HA', 103, 'N477HA', 'HNL', 'LIH', 523, 513.0, -10.0, 7.0, 520.0, 37.0, 35.0, 21.0, 102, 541.0, 7.0, 600, 548.0, -12.0, 0, 0, None, None, None, None, None, None), (81, 2015, 1, 1, 4, 'EV', 5187, 'N720EV', 'BNA', 'ATL', 525, 525.0, 0.0, 32.0, 557.0, 65.0, 70.0, 35.0, 214, 732.0, 3.0, 730, 735.0, 5.0, 0, 0, None, None, None, None, None, None), (82, 2015, 1, 1, 4, 'MQ', 2859, 'N660MQ', 'SGF', 'DFW', 525, None, None, None, None, 95.0, None, None, 364, None, None, 700, None, None, 0, 1, 'B', None, None, None, None, None), (83, 2015, 1, 1, 4, 'UA', 1201, 'N79521', 'PHL', 'IAH', 530, 532.0, 2.0, 12.0, 544.0, 230.0, 234.0, 210.0, 1325, 814.0, 12.0, 820, 826.0, 6.0, 0, 0, None, None, None, None, None, None), (84, 2015, 1, 1, 4, 'UA', 1221, 'N37281', 'PDX', 'DEN', 530, 534.0, 4.0, 9.0, 543.0, 142.0, 142.0, 125.0, 991, 848.0, 8.0, 852, 856.0, 4.0, 0, 0, None, None, None, None, None, None), (85, 2015, 1, 1, 4, 'UA', 1607, 'N36476', 'SEA', 'DEN', 530, 529.0, -1.0, 10.0, 539.0, 157.0, 157.0, 138.0, 1024, 857.0, 9.0, 907, 906.0, -1.0, 0, 0, None, None, None, None, None, None), (86, 2015, 1, 1, 4, 'AA', 328, 'N4XKAA', 'DEN', 'DFW', 530, 623.0, 53.0, 32.0, 655.0, 125.0, 138.0, 96.0, 641, 931.0, 10.0, 835, 941.0, 66.0, 0, 0, None, 13.0, 0.0, 53.0, 0.0, 0.0), (87, 2015, 1, 1, 4, 'EV', 5764, 'N832AS', 'SBN', 'ORD', 530, 527.0, -3.0, 12.0, 539.0, 55.0, 44.0, 22.0, 84, 501.0, 10.0, 525, 511.0, -14.0, 0, 0, None, None, None, None, None, None), (88, 2015, 1, 1, 4, 'F9', 1279, 'N918FR', 'PHL', 'MCO', 530, 526.0, -4.0, 12.0, 538.0, 160.0, 146.0, 128.0, 861, 746.0, 6.0, 810, 752.0, -18.0, 0, 0, None, None, None, None, None, None), (89, 2015, 1, 1, 4, 'NK', 409, 'N509NK', 'ORD', 'FLL', 530, 526.0, -4.0, 12.0, 538.0, 188.0, 167.0, 149.0, 1182, 907.0, 6.0, 938, 913.0, -25.0, 0, 0, None, None, None, None, None, None), (90, 2015, 1, 1, 4, 'OO', 5460, 'N583SW', 'RDD', 'SFO', 530, None, None, None, None, 90.0, None, None, 199, None, None, 700, None, None, 0, 1, 'A', None, None, None, None, None), (91, 2015, 1, 1, 4, 'OO', 6391, 'N593ML', 'EUG', 'DEN', 530, 526.0, -4.0, 26.0, 552.0, 163.0, 180.0, 143.0, 996, 915.0, 11.0, 913, 926.0, 13.0, 0, 0, None, None, None, None, None, None), (92, 2015, 1, 1, 4, 'UA', 1532, 'N77066', 'SFO', 'DEN', 531, 550.0, 19.0, 15.0, 605.0, 146.0, 153.0, 127.0, 967, 912.0, 11.0, 857, 923.0, 26.0, 0, 0, None, 7.0, 0.0, 19.0, 0.0, 0.0), (93, 2015, 1, 1, 4, 'UA', 1167, 'N66837', 'ORD', 'DEN', 533, 540.0, 7.0, 10.0, 550.0, 167.0, 163.0, 142.0, 888, 712.0, 11.0, 720, 723.0, 3.0, 0, 0, None, None, None, None, None, None), (94, 2015, 1, 1, 4, 'UA', 1012, 'N17245', 'IAD', 'IAH', 535, 541.0, 6.0, 12.0, 553.0, 207.0, 215.0, 194.0, 1190, 807.0, 9.0, 802, 816.0, 14.0, 0, 0, None, None, None, None, None, None), (95, 2015, 1, 1, 4, 'B6', 2001, 'N358JB', 'BUF', 'JFK', 535, 530.0, -5.0, 17.0, 547.0, 88.0, 78.0, 56.0, 301, 643.0, 5.0, 703, 648.0, -15.0, 0, 0, None, None, None, None, None, None), (96, 2015, 1, 1, 4, 'B6', 2807, 'N190JB', 'PWM', 'JFK', 535, 528.0, -7.0, 13.0, 541.0, 85.0, 67.0, 50.0, 273, 631.0, 4.0, 700, 635.0, -25.0, 0, 0, None, None, None, None, None, None), (97, 2015, 1, 1, 4, 'B6', 2023, 'N324JB', 'JFK', 'SJU', 535, 618.0, 43.0, 13.0, 631.0, 225.0, 201.0, 184.0, 1598, 1035.0, 4.0, 1020, 1039.0, 19.0, 0, 0, None, 0.0, 0.0, 19.0, 0.0, 0.0), (98, 2015, 1, 1, 4, 'EV', 4557, 'N12967', 'CRP', 'IAH', 535, 523.0, -12.0, 12.0, 535.0, 61.0, 52.0, 33.0, 201, 608.0, 7.0, 636, 615.0, -21.0, 0, 0, None, None, None, None, None, None), (99, 2015, 1, 1, 4, 'EV', 5241, 'N849AS', 'PIA', 'DTW', 535, 530.0, -5.0, 18.0, 548.0, 88.0, 75.0, 54.0, 346, 742.0, 3.0, 803, 745.0, -18.0, 0, 0, None, None, None, None, None, None), (100, 2015, 1, 1, 4, 'EV', 5498, 'N132EV', 'ORD', 'DTW', 535, 550.0, 15.0, 18.0, 608.0, 85.0, 67.0, 41.0, 235, 749.0, 8.0, 800, 757.0, -3.0, 0, 0, None, None, None, None, None, None), (101, 2015, 1, 1, 4, 'OO', 6512, 'N925SW', 'FAT', 'LAX', 535, 530.0, -5.0, 33.0, 603.0, 75.0, 80.0, 42.0, 209, 645.0, 5.0, 650, 650.0, 0.0, 0, 0, None, None, None, None, None, None), (102, 2015, 1, 1, 4, 'UA', 1577, 'N69813', 'SMF', 'DEN', 538, 634.0, 56.0, 26.0, 700.0, 142.0, 164.0, 129.0, 909, 1009.0, 9.0, 900, 1018.0, 78.0, 0, 0, None, 22.0, 0.0, 56.0, 0.0, 0.0), (103, 2015, 1, 1, 4, 'OO', 4986, 'N719SK', 'AUS', 'LAX', 538, 535.0, -3.0, 16.0, 551.0, 212.0, 199.0, 173.0, 1242, 644.0, 10.0, 710, 654.0, -16.0, 0, 0, None, None, None, None, None, None), (104, 2015, 1, 1, 4, 'B6', 727, 'N292JB', 'BOS', 'BWI', 540, 536.0, -4.0, 14.0, 550.0, 101.0, 84.0, 66.0, 369, 656.0, 4.0, 721, 700.0, -21.0, 0, 0, None, None, None, None, None, None), (105, 2015, 1, 1, 4, 'B6', 1012, 'N375JB', 'ORD', 'BOS', 540, 529.0, -11.0, 16.0, 545.0, 136.0, 114.0, 95.0, 867, 820.0, 3.0, 856, 823.0, -33.0, 0, 0, None, None, None, None, None, None), (106, 2015, 1, 1, 4, 'DL', 824, 'N3736C', 'PHX', 'DTW', 540, 808.0, 148.0, 19.0, 827.0, 223.0, 203.0, 178.0, 1671, 1325.0, 6.0, 1123, 1331.0, 128.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 128.0), (107, 2015, 1, 1, 4, 'DL', 941, 'N910DN', 'MCI', 'ATL', 540, 546.0, 6.0, 11.0, 557.0, 122.0, 101.0, 84.0, 692, 821.0, 6.0, 842, 827.0, -15.0, 0, 0, None, None, None, None, None, None), (108, 2015, 1, 1, 4, 'DL', 2079, 'N389DA', 'BOS', 'DTW', 540, 537.0, -3.0, 15.0, 552.0, 143.0, 125.0, 105.0, 632, 737.0, 5.0, 803, 742.0, -21.0, 0, 0, None, None, None, None, None, None), (109, 2015, 1, 1, 4, 'EV', 3268, 'N14998', 'ATL', 'IAD', 540, 556.0, 16.0, 9.0, 605.0, 105.0, 103.0, 79.0, 534, 724.0, 15.0, 725, 739.0, 14.0, 0, 0, None, None, None, None, None, None), (110, 2015, 1, 1, 4, 'EV', 4160, 'N11150', 'JAX', 'EWR', 540, 531.0, -9.0, 9.0, 540.0, 137.0, 132.0, 109.0, 820, 729.0, 14.0, 757, 743.0, -14.0, 0, 0, None, None, None, None, None, None), (111, 2015, 1, 1, 4, 'OO', 6285, 'N962SW', 'MFR', 'DEN', 540, 538.0, -2.0, 42.0, 620.0, 161.0, 188.0, 138.0, 964, 938.0, 8.0, 921, 946.0, 25.0, 0, 0, None, 25.0, 0.0, 0.0, 0.0, 0.0), (112, 2015, 1, 1, 4, 'OO', 5184, 'N776SK', 'SLC', 'IAH', 540, 537.0, -3.0, 18.0, 555.0, 193.0, 180.0, 158.0, 1195, 933.0, 4.0, 953, 937.0, -16.0, 0, 0, None, None, None, None, None, None), (113, 2015, 1, 1, 4, 'OO', 6358, 'N926SW', 'IDA', 'DEN', 541, 539.0, -2.0, 30.0, 609.0, 104.0, 113.0, 72.0, 458, 721.0, 11.0, 725, 732.0, 7.0, 0, 0, None, None, None, None, None, None), (114, 2015, 1, 1, 4, 'F9', 161, 'N905FR', 'MSN', 'DEN', 544, 534.0, -10.0, 7.0, 541.0, 145.0, 144.0, 128.0, 826, 649.0, 9.0, 709, 658.0, -11.0, 0, 0, None, None, None, None, None, None), (115, 2015, 1, 1, 4, 'OO', 4833, 'N554CA', 'MKE', 'DTW', 545, 543.0, -2.0, 10.0, 553.0, 74.0, 55.0, 36.0, 237, 729.0, 9.0, 759, 738.0, -21.0, 0, 0, None, None, None, None, None, None), (116, 2015, 1, 1, 4, 'UA', 1119, 'N69810', 'GEG', 'DEN', 545, 542.0, -3.0, 21.0, 603.0, 139.0, 136.0, 107.0, 836, 850.0, 8.0, 904, 858.0, -6.0, 0, 0, None, None, None, None, None, None), (117, 2015, 1, 1, 4, 'UA', 1237, 'N65832', 'SEA', 'IAH', 545, 541.0, -4.0, 13.0, 554.0, 251.0, 266.0, 238.0, 1874, 1152.0, 15.0, 1156, 1207.0, 11.0, 0, 0, None, None, None, None, None, None), (118, 2015, 1, 1, 4, 'UA', 1540, 'N78509', 'DCA', 'IAH', 545, 550.0, 5.0, 10.0, 600.0, 209.0, 197.0, 182.0, 1208, 802.0, 5.0, 814, 807.0, -7.0, 0, 0, None, None, None, None, None, None), (119, 2015, 1, 1, 4, 'AA', 1433, 'N4YNAA', 'SAT', 'DFW', 545, 539.0, -6.0, 12.0, 551.0, 65.0, 59.0, 41.0, 247, 632.0, 6.0, 650, 638.0, -12.0, 0, 0, None, None, None, None, None, None), (120, 2015, 1, 1, 4, 'AA', 2299, 'N3LLAA', 'JFK', 'MIA', 545, 640.0, 55.0, 17.0, 657.0, 185.0, 199.0, 152.0, 1089, 929.0, 30.0, 850, 959.0, 69.0, 0, 0, None, 14.0, 0.0, 55.0, 0.0, 0.0), (121, 2015, 1, 1, 4, 'B6', 721, 'N623JB', 'BOS', 'PBI', 545, 551.0, 6.0, 16.0, 607.0, 205.0, 190.0, 170.0, 1197, 857.0, 4.0, 910, 901.0, -9.0, 0, 0, None, None, None, None, None, None), (122, 2015, 1, 1, 4, 'B6', 917, 'N606JB', 'BOS', 'JFK', 545, 543.0, -2.0, 12.0, 555.0, 77.0, 66.0, 44.0, 187, 639.0, 10.0, 702, 649.0, -13.0, 0, 0, None, None, None, None, None, None), (123, 2015, 1, 1, 4, 'B6', 939, 'N794JB', 'JFK', 'BQN', 545, 545.0, 0.0, 17.0, 602.0, 221.0, 202.0, 180.0, 1576, 1002.0, 5.0, 1026, 1007.0, -19.0, 0, 0, None, None, None, None, None, None), (124, 2015, 1, 1, 4, 'DL', 1890, 'N377DA', 'DFW', 'ATL', 545, 603.0, 18.0, 13.0, 616.0, 124.0, 104.0, 86.0, 731, 842.0, 5.0, 849, 847.0, -2.0, 0, 0, None, None, None, None, None, None), (125, 2015, 1, 1, 4, 'EV', 4646, 'N29917', 'CHS', 'EWR', 545, 540.0, -5.0, 26.0, 606.0, 116.0, 122.0, 91.0, 628, 737.0, 5.0, 741, 742.0, 1.0, 0, 0, None, None, None, None, None, None), (126, 2015, 1, 1, 4, 'F9', 365, 'N218FR', 'MKE', 'DEN', 545, 621.0, 36.0, 9.0, 630.0, 161.0, 142.0, 120.0, 896, 730.0, 13.0, 726, 743.0, 17.0, 0, 0, None, 0.0, 0.0, 17.0, 0.0, 0.0), (127, 2015, 1, 1, 4, 'F9', 117, 'N933FR', 'MSP', 'DEN', 545, 538.0, -7.0, 15.0, 553.0, 129.0, 128.0, 104.0, 680, 637.0, 9.0, 654, 646.0, -8.0, 0, 0, None, None, None, None, None, None), (128, 2015, 1, 1, 4, 'MQ', 2926, 'N932MQ', 'CHS', 'DFW', 545, None, None, None, None, 190.0, None, None, 987, None, None, 755, None, None, 0, 1, 'B', None, None, None, None, None), (129, 2015, 1, 1, 4, 'OO', 2599, 'N435SW', 'DEN', 'LAX', 545, 658.0, 73.0, 11.0, 709.0, 150.0, 133.0, 112.0, 862, 801.0, 10.0, 715, 811.0, 56.0, 0, 0, None, 0.0, 0.0, 56.0, 0.0, 0.0), (130, 2015, 1, 1, 4, 'OO', 5482, 'N934SW', 'SBA', 'DEN', 545, 542.0, -3.0, 25.0, 607.0, 154.0, 167.0, 134.0, 916, 921.0, 8.0, 919, 929.0, 10.0, 0, 0, None, None, None, None, None, None), (131, 2015, 1, 1, 4, 'OO', 6457, 'N560SW', 'SMX', 'LAX', 545, None, None, None, None, 66.0, None, None, 134, None, None, 651, None, None, 0, 1, 'A', None, None, None, None, None), (132, 2015, 1, 1, 4, 'HA', 218, 'N485HA', 'HNL', 'KOA', 548, 540.0, -8.0, 10.0, 550.0, 42.0, 44.0, 27.0, 163, 617.0, 7.0, 630, 624.0, -6.0, 0, 0, None, None, None, None, None, None), (133, 2015, 1, 1, 4, 'B6', 515, 'N337JB', 'BOS', 'BUF', 549, 540.0, -9.0, 17.0, 557.0, 96.0, 99.0, 78.0, 395, 715.0, 4.0, 725, 719.0, -6.0, 0, 0, None, None, None, None, None, None), (134, 2015, 1, 1, 4, 'UA', 228, 'N439UA', 'PDX', 'EWR', 550, 547.0, -3.0, 10.0, 557.0, 314.0, 282.0, 263.0, 2434, 1320.0, 9.0, 1404, 1329.0, -35.0, 0, 0, None, None, None, None, None, None), (135, 2015, 1, 1, 4, 'US', 641, 'N650AW', 'IND', 'PHX', 550, 545.0, -5.0, 12.0, 557.0, 240.0, 249.0, 234.0, 1488, 751.0, 3.0, 750, 754.0, 4.0, 0, 0, None, None, None, None, None, None), (136, 2015, 1, 1, 4, 'UA', 495, 'N548UA', 'LAX', 'DEN', 550, 550.0, 0.0, 11.0, 601.0, 145.0, 136.0, 118.0, 862, 859.0, 7.0, 915, 906.0, -9.0, 0, 0, None, None, None, None, None, None), (137, 2015, 1, 1, 4, 'UA', 507, 'N808UA', 'CLE', 'IAH', 550, 629.0, 39.0, 11.0, 640.0, 194.0, 198.0, 170.0, 1091, 830.0, 17.0, 804, 847.0, 43.0, 0, 0, None, 4.0, 0.0, 39.0, 0.0, 0.0), (138, 2015, 1, 1, 4, 'UA', 1553, 'N37290', 'BOS', 'EWR', 550, 552.0, 2.0, 12.0, 604.0, 88.0, 67.0, 46.0, 200, 650.0, 9.0, 718, 659.0, -19.0, 0, 0, None, None, None, None, None, None), (139, 2015, 1, 1, 4, 'US', 403, 'N660AW', 'DEN', 'PHX', 550, 550.0, 0.0, 15.0, 605.0, 119.0, 109.0, 91.0, 602, 736.0, 3.0, 749, 739.0, -10.0, 0, 0, None, None, None, None, None, None), (140, 2015, 1, 1, 4, 'US', 446, 'N651AW', 'MCI', 'PHX', 550, 544.0, -6.0, 15.0, 559.0, 178.0, 179.0, 159.0, 1044, 738.0, 5.0, 748, 743.0, -5.0, 0, 0, None, None, None, None, None, None), (141, 2015, 1, 1, 4, 'AA', 1178, 'N573AA', 'AUS', 'DFW', 550, 548.0, -2.0, 19.0, 607.0, 60.0, 61.0, 36.0, 190, 643.0, 6.0, 650, 649.0, -1.0, 0, 0, None, None, None, None, None, None), (142, 2015, 1, 1, 4, 'AA', 2410, 'N3BAAA', 'LAX', 'DFW', 550, 600.0, 10.0, 17.0, 617.0, 180.0, 172.0, 150.0, 1235, 1047.0, 5.0, 1050, 1052.0, 2.0, 0, 0, None, None, None, None, None, None), (143, 2015, 1, 1, 4, 'DL', 2453, 'N966DL', 'GSP', 'ATL', 550, 550.0, 0.0, 26.0, 616.0, 59.0, 59.0, 28.0, 153, 644.0, 5.0, 649, 649.0, 0.0, 0, 0, None, None, None, None, None, None), (144, 2015, 1, 1, 4, 'B6', 2228, 'N231JB', 'MCO', 'EWR', 550, 548.0, -2.0, 12.0, 600.0, 149.0, 144.0, 127.0, 937, 807.0, 5.0, 819, 812.0, -7.0, 0, 0, None, None, None, None, None, None), (145, 2015, 1, 1, 4, 'EV', 4555, 'N13133', 'MCI', 'IAH', 550, 548.0, -2.0, 15.0, 603.0, 135.0, 138.0, 110.0, 643, 753.0, 13.0, 805, 806.0, 1.0, 0, 0, None, None, None, None, None, None), (146, 2015, 1, 1, 4, 'EV', 5698, 'N835AS', 'BDL', 'IAD', 550, 543.0, -7.0, 9.0, 552.0, 88.0, 76.0, 58.0, 326, 650.0, 9.0, 718, 659.0, -19.0, 0, 0, None, None, None, None, None, None), (147, 2015, 1, 1, 4, 'MQ', 3534, 'N925MQ', 'ABI', 'DFW', 550, None, None, None, None, 55.0, None, None, 158, None, None, 645, None, None, 0, 1, 'B', None, None, None, None, None), (148, 2015, 1, 1, 4, 'EV', 4339, 'N14179', 'RIC', 'IAH', 550, 548.0, -2.0, 14.0, 602.0, 205.0, 220.0, 195.0, 1157, 817.0, 11.0, 815, 828.0, 13.0, 0, 0, None, None, None, None, None, None), (149, 2015, 1, 1, 4, 'OO', 6204, 'N917SW', 'BFL', 'DEN', 550, 556.0, 6.0, 31.0, 627.0, 150.0, 164.0, 125.0, 845, 932.0, 8.0, 920, 940.0, 20.0, 0, 0, None, 14.0, 0.0, 6.0, 0.0, 0.0), (150, 2015, 1, 1, 4, 'OO', 6261, 'N107SY', 'SAT', 'SFO', 550, 557.0, 7.0, 9.0, 606.0, 249.0, 223.0, 198.0, 1482, 724.0, 16.0, 759, 740.0, -19.0, 0, 0, None, None, None, None, None, None), (151, 2015, 1, 1, 4, 'OO', 5160, 'N794SK', 'OMA', 'IAH', 550, 605.0, 15.0, 16.0, 621.0, 140.0, 146.0, 120.0, 781, 821.0, 10.0, 810, 831.0, 21.0, 0, 0, None, 6.0, 0.0, 15.0, 0.0, 0.0), (152, 2015, 1, 1, 4, 'OO', 6224, 'N956SW', 'RDM', 'DEN', 550, 549.0, -1.0, 12.0, 601.0, 143.0, 150.0, 130.0, 898, 911.0, 8.0, 913, 919.0, 6.0, 0, 0, None, None, None, None, None, None), (153, 2015, 1, 1, 4, 'B6', 860, 'N656JB', 'FLL', 'BDL', 553, 551.0, -2.0, 10.0, 601.0, 166.0, 177.0, 162.0, 1173, 843.0, 5.0, 839, 848.0, 9.0, 0, 0, None, None, None, None, None, None), (154, 2015, 1, 1, 4, 'EV', 5230, 'N181PQ', 'CID', 'ATL', 554, 554.0, 0.0, 27.0, 621.0, 131.0, 114.0, 84.0, 694, 845.0, 3.0, 905, 848.0, -17.0, 0, 0, None, None, None, None, None, None), (155, 2015, 1, 1, 4, 'WN', 526, 'N742SW', 'SFO', 'DEN', 555, 553.0, -2.0, 11.0, 604.0, 150.0, 150.0, 132.0, 967, 916.0, 7.0, 925, 923.0, -2.0, 0, 0, None, None, None, None, None, None), (156, 2015, 1, 1, 4, 'UA', 1222, 'N68452', 'MCO', 'LAX', 555, 557.0, 2.0, 10.0, 607.0, 341.0, 343.0, 310.0, 2218, 817.0, 23.0, 836, 840.0, 4.0, 0, 0, None, None, None, None, None, None), (157, 2015, 1, 1, 4, 'UA', 1507, 'N31412', 'TPA', 'EWR', 555, 549.0, -6.0, 9.0, 558.0, 156.0, 149.0, 131.0, 997, 809.0, 9.0, 831, 818.0, -13.0, 0, 0, None, None, None, None, None, None), (158, 2015, 1, 1, 4, 'AA', 1094, 'N3DXAA', 'SEA', 'DFW', 555, 555.0, 0.0, 24.0, 619.0, 235.0, 251.0, 216.0, 1660, 1155.0, 11.0, 1150, 1206.0, 16.0, 0, 0, None, 16.0, 0.0, 0.0, 0.0, 0.0), (159, 2015, 1, 1, 4, 'AA', 1233, 'N3HXAA', 'BOS', 'DFW', 555, 551.0, -4.0, 15.0, 606.0, 275.0, 269.0, 243.0, 1562, 909.0, 11.0, 930, 920.0, -10.0, 0, 0, None, None, None, None, None, None), (160, 2015, 1, 1, 4, 'B6', 115, 'N284JB', 'SYR', 'JFK', 555, 550.0, -5.0, 27.0, 617.0, 83.0, 75.0, 43.0, 209, 700.0, 5.0, 718, 705.0, -13.0, 0, 0, None, None, None, None, None, None), (161, 2015, 1, 1, 4, 'B6', 185, 'N334JB', 'ROC', 'JFK', 555, 550.0, -5.0, 20.0, 610.0, 85.0, 73.0, 48.0, 264, 658.0, 5.0, 720, 703.0, -17.0, 0, 0, None, None, None, None, None, None), (162, 2015, 1, 1, 4, 'EV', 2519, 'N905EV', 'TYR', 'DFW', 555, 546.0, -9.0, 9.0, 555.0, 50.0, 50.0, 25.0, 102, 620.0, 16.0, 645, 636.0, -9.0, 0, 0, None, None, None, None, None, None), (163, 2015, 1, 1, 4, 'EV', 3928, 'N11140', 'MCI', 'ORD', 555, 554.0, -1.0, 19.0, 613.0, 94.0, 83.0, 58.0, 403, 711.0, 6.0, 729, 717.0, -12.0, 0, 0, None, None, None, None, None, None), (164, 2015, 1, 1, 4, 'EV', 3941, 'N16561', 'LAN', 'ORD', 555, 555.0, 0.0, 27.0, 622.0, 69.0, 75.0, 39.0, 179, 601.0, 9.0, 604, 610.0, 6.0, 0, 0, None, None, None, None, None, None), (165, 2015, 1, 1, 4, 'EV', 5976, 'N27200', 'BUF', 'EWR', 555, 928.0, 213.0, 38.0, 1006.0, 80.0, 93.0, 48.0, 282, 1054.0, 7.0, 715, 1101.0, 226.0, 0, 0, None, 13.0, 0.0, 0.0, 0.0, 213.0), (166, 2015, 1, 1, 4, 'MQ', 3161, 'N5PBMQ', 'XNA', 'DFW', 555, None, None, None, None, 75.0, None, None, 280, None, None, 710, None, None, 0, 1, 'B', None, None, None, None, None), (167, 2015, 1, 1, 4, 'EV', 5677, 'N12563', 'GSO', 'EWR', 556, 538.0, -18.0, 19.0, 557.0, 94.0, 90.0, 65.0, 445, 702.0, 6.0, 730, 708.0, -22.0, 0, 0, None, None, None, None, None, None), (168, 2015, 1, 1, 4, 'NK', 224, 'N607NK', 'ORD', 'LGA', 556, 547.0, -9.0, 16.0, 603.0, 124.0, 160.0, 92.0, 733, 835.0, 52.0, 900, 927.0, 27.0, 0, 0, None, 27.0, 0.0, 0.0, 0.0, 0.0), (169, 2015, 1, 1, 4, 'UA', 1457, 'N76529', 'LAX', 'IAH', 557, 555.0, -2.0, 12.0, 607.0, 192.0, 178.0, 160.0, 1379, 1047.0, 6.0, 1109, 1053.0, -16.0, 0, 0, None, None, None, None, None, None), (170, 2015, 1, 1, 4, 'AA', 1205, 'N3FKAA', 'EWR', 'MIA', 559, 552.0, -7.0, 22.0, 614.0, 183.0, 177.0, 149.0, 1085, 843.0, 6.0, 902, 849.0, -13.0, 0, 0, None, None, None, None, None, None), (171, 2015, 1, 1, 4, 'OO', 5547, 'N910SW', 'ONT', 'DEN', 559, 758.0, 119.0, 4.0, 802.0, 141.0, 138.0, 123.0, 819, 1105.0, 11.0, 920, 1116.0, 116.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 116.0), (172, 2015, 1, 1, 4, 'UA', 210, 'N830UA', 'MSP', 'DEN', 600, 556.0, -4.0, 14.0, 610.0, 139.0, 120.0, 100.0, 680, 650.0, 6.0, 719, 656.0, -23.0, 0, 0, None, None, None, None, None, None), (173, 2015, 1, 1, 4, 'UA', 214, 'N454UA', 'PBI', 'IAH', 600, 555.0, -5.0, 17.0, 612.0, 170.0, 172.0, 146.0, 956, 738.0, 9.0, 750, 747.0, -3.0, 0, 0, None, None, None, None, None, None), (174, 2015, 1, 1, 4, 'UA', 247, 'N462UA', 'PHX', 'IAH', 600, 751.0, 111.0, 31.0, 822.0, 148.0, 160.0, 118.0, 1009, 1120.0, 11.0, 928, 1131.0, 123.0, 0, 0, None, 12.0, 0.0, 0.0, 0.0, 111.0), (175, 2015, 1, 1, 4, 'UA', 256, 'N464UA', 'RSW', 'IAH', 600, 600.0, 0.0, 13.0, 613.0, 156.0, 155.0, 133.0, 861, 726.0, 9.0, 736, 735.0, -1.0, 0, 0, None, None, None, None, None, None), (176, 2015, 1, 1, 4, 'UA', 319, 'N498UA', 'EWR', 'MCO', 600, 603.0, 3.0, 14.0, 617.0, 173.0, 152.0, 135.0, 937, 832.0, 3.0, 853, 835.0, -18.0, 0, 0, None, None, None, None, None, None), (177, 2015, 1, 1, 4, 'UA', 374, 'N415UA', 'OMA', 'ORD', 600, 612.0, 12.0, 19.0, 631.0, 97.0, 79.0, 57.0, 416, 728.0, 3.0, 737, 731.0, -6.0, 0, 0, None, None, None, None, None, None), (178, 2015, 1, 1, 4, 'US', 635, 'N544UW', 'SMF', 'PHX', 600, 551.0, -9.0, 24.0, 615.0, 110.0, 131.0, 90.0, 647, 845.0, 17.0, 850, 902.0, 12.0, 0, 0, None, None, None, None, None, None), (179, 2015, 1, 1, 4, 'US', 646, 'N654AW', 'OAK', 'PHX', 600, 558.0, -2.0, 28.0, 626.0, 115.0, 125.0, 88.0, 646, 854.0, 9.0, 855, 903.0, 8.0, 0, 0, None, None, None, None, None, None), (180, 2015, 1, 1, 4, 'US', 1941, 'N708UW', 'PVD', 'CLT', 600, 555.0, -5.0, 11.0, 606.0, 139.0, 130.0, 114.0, 683, 800.0, 5.0, 819, 805.0, -14.0, 0, 0, None, None, None, None, None, None), (181, 2015, 1, 1, 4, 'UA', 422, 'N847UA', 'RNO', 'DEN', 600, 557.0, -3.0, 22.0, 619.0, 130.0, 147.0, 120.0, 804, 919.0, 5.0, 910, 924.0, 14.0, 0, 0, None, None, None, None, None, None), (182, 2015, 1, 1, 4, 'UA', 544, 'N831UA', 'PIT', 'IAH', 600, 622.0, 22.0, 19.0, 641.0, 195.0, 197.0, 175.0, 1117, 836.0, 3.0, 815, 839.0, 24.0, 0, 0, None, 2.0, 0.0, 22.0, 0.0, 0.0), (183, 2015, 1, 1, 4, 'UA', 1016, 'N68807', 'DEN', 'IAH', 600, 552.0, -8.0, 11.0, 603.0, 142.0, 146.0, 114.0, 862, 857.0, 21.0, 922, 918.0, -4.0, 0, 0, None, None, None, None, None, None), (184, 2015, 1, 1, 4, 'WN', 4122, 'N486WN', 'BOS', 'BWI', 600, 556.0, -4.0, 17.0, 613.0, 105.0, 83.0, 63.0, 369, 716.0, 3.0, 745, 719.0, -26.0, 0, 0, None, None, None, None, None, None), (185, 2015, 1, 1, 4, 'WN', 4822, 'N293WN', 'LAS', 'BWI', 600, 602.0, 2.0, 10.0, 612.0, 270.0, 243.0, 230.0, 2106, 1302.0, 3.0, 1330, 1305.0, -25.0, 0, 0, None, None, None, None, None, None), (186, 2015, 1, 1, 4, 'WN', 2215, 'N249WN', 'ABQ', 'HOU', 600, 607.0, 7.0, 29.0, 636.0, 120.0, 135.0, 103.0, 759, 919.0, 3.0, 900, 922.0, 22.0, 0, 0, None, 15.0, 0.0, 7.0, 0.0, 0.0), (187, 2015, 1, 1, 4, 'WN', 676, 'N630WN', 'PHX', 'SLC', 600, 601.0, 1.0, 9.0, 610.0, 95.0, 88.0, 76.0, 507, 726.0, 3.0, 735, 729.0, -6.0, 0, 0, None, None, None, None, None, None), (188, 2015, 1, 1, 4, 'WN', 2787, 'N910WN', 'PIT', 'FLL', 600, 559.0, -1.0, 9.0, 608.0, 170.0, 145.0, 132.0, 994, 820.0, 4.0, 850, 824.0, -26.0, 0, 0, None, None, None, None, None, None), (189, 2015, 1, 1, 4, 'WN', 4859, 'N8641B', 'PVD', 'BWI', 600, 606.0, 6.0, 11.0, 617.0, 100.0, 81.0, 63.0, 327, 720.0, 7.0, 740, 727.0, -13.0, 0, 0, None, None, None, None, None, None), (190, 2015, 1, 1, 4, 'WN', 597, 'N768SW', 'SFO', 'ATL', 600, 554.0, -6.0, 9.0, 603.0, 280.0, 270.0, 253.0, 2139, 1316.0, 8.0, 1340, 1324.0, -16.0, 0, 0, None, None, None, None, None, None), (191, 2015, 1, 1, 4, 'UA', 1158, 'N73445', 'SFO', 'ORD', 600, 557.0, -3.0, 21.0, 618.0, 257.0, 256.0, 222.0, 1846, 1200.0, 13.0, 1217, 1213.0, -4.0, 0, 0, None, None, None, None, None, None), (192, 2015, 1, 1, 4, 'UA', 1163, 'N24224', 'MCO', 'EWR', 600, 555.0, -5.0, 10.0, 605.0, 154.0, 141.0, 126.0, 937, 811.0, 5.0, 834, 816.0, -18.0, 0, 0, None, None, None, None, None, None), (193, 2015, 1, 1, 4, 'UA', 1188, 'N68822', 'PDX', 'IAH', 600, 613.0, 13.0, 11.0, 624.0, 244.0, 242.0, 224.0, 1825, 1208.0, 7.0, 1204, 1215.0, 11.0, 0, 0, None, None, None, None, None, None), (194, 2015, 1, 1, 4, 'UA', 1198, 'N38451', 'BOS', 'ORD', 600, 557.0, -3.0, 13.0, 610.0, 173.0, 165.0, 146.0, 867, 736.0, 6.0, 753, 742.0, -11.0, 0, 0, None, None, None, None, None, None), (195, 2015, 1, 1, 4, 'UA', 1224, 'N87531', 'SFO', 'LAX', 600, 605.0, 5.0, 11.0, 616.0, 88.0, 72.0, 52.0, 337, 708.0, 9.0, 728, 717.0, -11.0, 0, 0, None, None, None, None, None, None), (196, 2015, 1, 1, 4, 'UA', 1296, 'N37471', 'SAT', 'LAX', 600, 616.0, 16.0, 10.0, 626.0, 207.0, 188.0, 170.0, 1211, 716.0, 8.0, 727, 724.0, -3.0, 0, 0, None, None, None, None, None, None), (197, 2015, 1, 1, 4, 'UA', 1431, 'N36207', 'BOS', 'LAX', 600, 603.0, 3.0, 13.0, 616.0, 404.0, 396.0, 376.0, 2611, 932.0, 7.0, 944, 939.0, -5.0, 0, 0, None, None, None, None, None, None), (198, 2015, 1, 1, 4, 'UA', 1637, 'N33294', 'SEA', 'EWR', 600, 606.0, 6.0, 10.0, 616.0, 311.0, 291.0, 268.0, 2402, 1344.0, 13.0, 1411, 1357.0, -14.0, 0, 0, None, None, None, None, None, None), (199, 2015, 1, 1, 4, 'UA', 1735, 'N66814', 'LAX', 'ORD', 600, 607.0, 7.0, 13.0, 620.0, 250.0, 227.0, 201.0, 1744, 1141.0, 13.0, 1210, 1154.0, -16.0, 0, 0, None, None, None, None, None, None), (200, 2015, 1, 1, 4, 'US', 410, 'N765US', 'IAH', 'PHX', 600, 553.0, -7.0, 14.0, 607.0, 170.0, 173.0, 155.0, 1009, 742.0, 4.0, 750, 746.0, -4.0, 0, 0, None, None, None, None, None, None), (201, 2015, 1, 1, 4, 'US', 459, 'N536UW', 'MCO', 'PHX', 600, 557.0, -3.0, 13.0, 610.0, 281.0, 294.0, 273.0, 1849, 843.0, 8.0, 841, 851.0, 10.0, 0, 0, None, None, None, None, None, None), (202, 2015, 1, 1, 4, 'US', 610, 'N560UW', 'SFO', 'PHX', 600, 557.0, -3.0, 16.0, 613.0, 114.0, 120.0, 87.0, 651, 840.0, 17.0, 854, 857.0, 3.0, 0, 0, None, None, None, None, None, None), (203, 2015, 1, 1, 4, 'AA', 72, 'N5EKAA', 'DFW', 'MCO', 600, 606.0, 6.0, 18.0, 624.0, 145.0, 142.0, 120.0, 985, 924.0, 4.0, 925, 928.0, 3.0, 0, 0, None, None, None, None, None, None), (204, 2015, 1, 1, 4, 'AA', 196, 'N3FBAA', 'MIA', 'PHL', 600, 604.0, 4.0, 18.0, 622.0, 164.0, 174.0, 148.0, 1013, 850.0, 8.0, 844, 858.0, 14.0, 0, 0, None, None, None, None, None, None), (205, 2015, 1, 1, 4, 'AA', 304, 'N4XHAA', 'SLC', 'DFW', 600, 601.0, 1.0, 33.0, 634.0, 170.0, 181.0, 137.0, 989, 951.0, 11.0, 950, 1002.0, 12.0, 0, 0, None, None, None, None, None, None), (206, 2015, 1, 1, 4, 'AA', 175, 'N3EWAA', 'DCA', 'DFW', 600, None, None, None, None, 215.0, None, None, 1192, None, None, 835, None, None, 0, 1, 'B', None, None, None, None, None), (207, 2015, 1, 1, 4, 'AA', 281, 'N3FXAA', 'MIA', 'DFW', 600, 559.0, -1.0, 14.0, 613.0, 194.0, 194.0, 166.0, 1121, 759.0, 14.0, 814, 813.0, -1.0, 0, 0, None, None, None, None, None, None), (208, 2015, 1, 1, 4, 'AA', 233, 'N3BEAA', 'BWI', 'MIA', 600, 643.0, 43.0, 21.0, 704.0, 163.0, 151.0, 124.0, 946, 908.0, 6.0, 843, 914.0, 31.0, 0, 0, None, 0.0, 0.0, 31.0, 0.0, 0.0), (209, 2015, 1, 1, 4, 'AA', 1100, 'N3GWAA', 'DFW', 'LGA', 600, 554.0, -6.0, 33.0, 627.0, 190.0, 191.0, 154.0, 1389, 1001.0, 4.0, 1010, 1005.0, -5.0, 0, 0, None, None, None, None, None, None), (210, 2015, 1, 1, 4, 'AA', 1103, 'N3HCAA', 'LGA', 'DFW', 600, None, None, None, None, 245.0, None, None, 1389, None, None, 905, None, None, 0, 1, 'B', None, None, None, None, None), (211, 2015, 1, 1, 4, 'AA', 1028, 'N3BFAA', 'DEN', 'ORD', 600, 601.0, 1.0, 14.0, 615.0, 155.0, 127.0, 106.0, 888, 901.0, 7.0, 935, 908.0, -27.0, 0, 0, None, None, None, None, None, None), (212, 2015, 1, 1, 4, 'AA', 1039, 'N541AA', 'MCI', 'DFW', 600, 606.0, 6.0, 13.0, 619.0, 105.0, 102.0, 80.0, 460, 739.0, 9.0, 745, 748.0, 3.0, 0, 0, None, None, None, None, None, None), (213, 2015, 1, 1, 4, 'AA', 1055, 'N573AA', 'MCO', 'DFW', 600, None, None, None, None, 185.0, None, None, 985, None, None, 805, None, None, 0, 1, 'B', None, None, None, None, None), (214, 2015, 1, 1, 4, 'AA', 1180, 'N3AYAA', 'SFO', 'DFW', 600, None, None, None, None, 210.0, None, None, 1464, None, None, 1130, None, None, 0, 1, 'B', None, None, None, None, None), (215, 2015, 1, 1, 4, 'AA', 1345, 'N439AA', 'TUL', 'DFW', 600, 556.0, -4.0, 12.0, 608.0, 75.0, 68.0, 48.0, 237, 656.0, 8.0, 715, 704.0, -11.0, 0, 0, None, None, None, None, None, None), (216, 2015, 1, 1, 4, 'AA', 1297, 'N3JYAA', 'LGA', 'MIA', 600, 708.0, 68.0, 17.0, 725.0, 192.0, 174.0, 151.0, 1096, 956.0, 6.0, 912, 1002.0, 50.0, 0, 0, None, 0.0, 0.0, 50.0, 0.0, 0.0), (217, 2015, 1, 1, 4, 'AA', 1411, 'N585AA', 'LIT', 'DFW', 600, 555.0, -5.0, 12.0, 607.0, 80.0, 75.0, 56.0, 304, 703.0, 7.0, 720, 710.0, -10.0, 0, 0, None, None, None, None, None, None), (218, 2015, 1, 1, 4, 'AA', 1084, 'N3GFAA', 'MIA', 'LGA', 600, 558.0, -2.0, 13.0, 611.0, 175.0, 168.0, 149.0, 1096, 840.0, 6.0, 855, 846.0, -9.0, 0, 0, None, None, None, None, None, None), (219, 2015, 1, 1, 4, 'AA', 1088, 'N201AA', 'LAS', 'DFW', 600, 557.0, -3.0, 16.0, 613.0, 160.0, 170.0, 128.0, 1055, 1021.0, 26.0, 1040, 1047.0, 7.0, 0, 0, None, None, None, None, None, None), (220, 2015, 1, 1, 4, 'AA', 1534, 'N4YPAA', 'PDX', 'DFW', 600, 556.0, -4.0, 11.0, 607.0, 225.0, 226.0, 206.0, 1616, 1133.0, 9.0, 1145, 1142.0, -3.0, 0, 0, None, None, None, None, None, None), (221, 2015, 1, 1, 4, 'AA', 1573, 'N467AA', 'TPA', 'DFW', 600, 554.0, -6.0, 10.0, 604.0, 170.0, 156.0, 139.0, 929, 723.0, 7.0, 750, 730.0, -20.0, 0, 0, None, None, None, None, None, None), (222, 2015, 1, 1, 4, 'AA', 1660, 'N567AA', 'SMF', 'DFW', 600, 611.0, 11.0, 29.0, 640.0, 210.0, 230.0, 190.0, 1431, 1150.0, 11.0, 1130, 1201.0, 31.0, 0, 0, None, 20.0, 0.0, 11.0, 0.0, 0.0), (223, 2015, 1, 1, 4, 'AA', 2204, 'N3GKAA', 'MSY', 'MIA', 600, 555.0, -5.0, 12.0, 607.0, 109.0, 101.0, 82.0, 675, 829.0, 7.0, 849, 836.0, -13.0, 0, 0, None, None, None, None, None, None), (224, 2015, 1, 1, 4, 'AA', 1515, 'N3HMAA', 'LAX', 'ORD', 600, 557.0, -3.0, 13.0, 610.0, 245.0, 222.0, 202.0, 1744, 1132.0, 7.0, 1205, 1139.0, -26.0, 0, 0, None, None, None, None, None, None), (225, 2015, 1, 1, 4, 'AA', 2307, 'N505AA', 'OMA', 'DFW', 600, 554.0, -6.0, 30.0, 624.0, 120.0, 131.0, 91.0, 583, 755.0, 10.0, 800, 805.0, 5.0, 0, 0, None, None, None, None, None, None), (226, 2015, 1, 1, 4, 'AA', 2363, 'N560AA', 'OKC', 'DFW', 600, 610.0, 10.0, 42.0, 652.0, 65.0, 85.0, 39.0, 175, 731.0, 4.0, 705, 735.0, 30.0, 0, 0, None, 20.0, 0.0, 10.0, 0.0, 0.0), (227, 2015, 1, 1, 4, 'AS', 81, 'N577AS', 'SEA', 'ANC', 600, 557.0, -3.0, 25.0, 622.0, 234.0, 224.0, 195.0, 1448, 837.0, 4.0, 854, 841.0, -13.0, 0, 0, None, None, None, None, None, None), (228, 2015, 1, 1, 4, 'AS', 162, 'N792AS', 'FAI', 'ANC', 600, 544.0, -16.0, 26.0, 610.0, 73.0, 80.0, 44.0, 261, 654.0, 10.0, 713, 704.0, -9.0, 0, 0, None, None, None, None, None, None), (229, 2015, 1, 1, 4, 'AS', 200, 'N767AS', 'SEA', 'SJC', 600, 550.0, -10.0, 21.0, 611.0, 123.0, 124.0, 99.0, 697, 750.0, 4.0, 803, 754.0, -9.0, 0, 0, None, None, None, None, None, None), (230, 2015, 1, 1, 4, 'AS', 342, 'N440AS', 'SEA', 'OAK', 600, 555.0, -5.0, 11.0, 606.0, 119.0, 108.0, 92.0, 671, 738.0, 5.0, 759, 743.0, -16.0, 0, 0, None, None, None, None, None, None), (231, 2015, 1, 1, 4, 'AS', 406, 'N589AS', 'PDX', 'SJC', 600, 555.0, -5.0, 8.0, 603.0, 102.0, 94.0, 82.0, 569, 725.0, 4.0, 742, 729.0, -13.0, 0, 0, None, None, None, None, None, None), (232, 2015, 1, 1, 4, 'AS', 477, 'N453AS', 'LAX', 'SEA', 600, 555.0, -5.0, 21.0, 616.0, 170.0, 166.0, 141.0, 954, 837.0, 4.0, 850, 841.0, -9.0, 0, 0, None, None, None, None, None, None), (233, 2015, 1, 1, 4, 'AS', 631, 'N512AS', 'PHX', 'SEA', 600, 555.0, -5.0, 10.0, 605.0, 175.0, 168.0, 151.0, 1107, 736.0, 7.0, 755, 743.0, -12.0, 0, 0, None, None, None, None, None, None), (234, 2015, 1, 1, 4, 'AS', 683, 'N618AS', 'DEN', 'SEA', 600, 549.0, -11.0, 16.0, 605.0, 190.0, 167.0, 137.0, 1024, 722.0, 14.0, 810, 736.0, -34.0, 0, 0, None, None, None, None, None, None), (235, 2015, 1, 1, 4, 'AS', 699, 'N532AS', 'GEG', 'SEA', 600, 558.0, -2.0, 23.0, 621.0, 75.0, 80.0, 42.0, 224, 703.0, 15.0, 715, 718.0, 3.0, 0, 0, None, None, None, None, None, None), (236, 2015, 1, 1, 4, 'B6', 130, 'N510JB', 'RSW', 'JFK', 600, 557.0, -3.0, 10.0, 607.0, 161.0, 162.0, 141.0, 1074, 828.0, 11.0, 841, 839.0, -2.0, 0, 0, None, None, None, None, None, None), (237, 2015, 1, 1, 4, 'B6', 154, 'N536JB', 'PBI', 'JFK', 600, 559.0, -1.0, 11.0, 610.0, 154.0, 164.0, 141.0, 1028, 831.0, 12.0, 834, 843.0, 9.0, 0, 0, None, None, None, None, None, None), (238, 2015, 1, 1, 4, 'B6', 353, 'N570JB', 'JFK', 'PBI', 600, 554.0, -6.0, 16.0, 610.0, 178.0, 162.0, 142.0, 1028, 832.0, 4.0, 858, 836.0, -22.0, 0, 0, None, None, None, None, None, None), (239, 2015, 1, 1, 4, 'B6', 226, 'N648JB', 'TPA', 'JFK', 600, 553.0, -7.0, 10.0, 603.0, 151.0, 153.0, 130.0, 1005, 813.0, 13.0, 831, 826.0, -5.0, 0, 0, None, None, None, None, None, None), (240, 2015, 1, 1, 4, 'B6', 272, 'N556JB', 'FLL', 'LGA', 600, 559.0, -1.0, 16.0, 615.0, 161.0, 164.0, 143.0, 1076, 838.0, 5.0, 841, 843.0, 2.0, 0, 0, None, None, None, None, None, None), (241, 2015, 1, 1, 4, 'B6', 447, 'N527JB', 'OAK', 'LGB', 600, 552.0, -8.0, 15.0, 607.0, 80.0, 78.0, 60.0, 353, 707.0, 3.0, 720, 710.0, -10.0, 0, 0, None, None, None, None, None, None), (242, 2015, 1, 1, 4, 'B6', 371, 'N708JB', 'LGA', 'FLL', 600, 600.0, 0.0, 22.0, 622.0, 183.0, 177.0, 150.0, 1076, 852.0, 5.0, 903, 857.0, -6.0, 0, 0, None, None, None, None, None, None), (243, 2015, 1, 1, 4, 'B6', 583, 'N531JB', 'JFK', 'MCO', 600, 557.0, -3.0, 16.0, 613.0, 171.0, 155.0, 135.0, 944, 828.0, 4.0, 851, 832.0, -19.0, 0, 0, None, None, None, None, None, None), (244, 2015, 1, 1, 4, 'B6', 605, 'N766JB', 'EWR', 'FLL', 600, 556.0, -4.0, 12.0, 608.0, 180.0, 163.0, 145.0, 1065, 833.0, 6.0, 900, 839.0, -21.0, 0, 0, None, None, None, None, None, None), (245, 2015, 1, 1, 4, 'B6', 525, 'N645JB', 'JFK', 'TPA', 600, 554.0, -6.0, 21.0, 615.0, 181.0, 186.0, 157.0, 1005, 852.0, 8.0, 901, 900.0, -1.0, 0, 0, None, None, None, None, None, None), (246, 2015, 1, 1, 4, 'B6', 746, 'N587JB', 'PSE', 'JFK', 600, 557.0, -3.0, 9.0, 606.0, 241.0, 239.0, 225.0, 1617, 851.0, 5.0, 901, 856.0, -5.0, 0, 0, None, None, None, None, None, None), (247, 2015, 1, 1, 4, 'B6', 776, 'N236JB', 'MSY', 'JFK', 600, 550.0, -10.0, 11.0, 601.0, 168.0, 160.0, 140.0, 1182, 921.0, 9.0, 948, 930.0, -18.0, 0, 0, None, None, None, None, None, None), (248, 2015, 1, 1, 4, 'B6', 794, 'N519JB', 'AUS', 'JFK', 600, 559.0, -1.0, 16.0, 615.0, 203.0, 194.0, 175.0, 1521, 1010.0, 3.0, 1023, 1013.0, -10.0, 0, 0, None, None, None, None, None, None), (249, 2015, 1, 1, 4, 'B6', 838, 'N715JB', 'BQN', 'JFK', 600, 601.0, 1.0, 11.0, 612.0, 232.0, 246.0, 225.0, 1576, 857.0, 10.0, 852, 907.0, 15.0, 0, 0, None, 14.0, 0.0, 1.0, 0.0, 0.0), (250, 2015, 1, 1, 4, 'B6', 892, 'N598JB', 'TPA', 'BOS', 600, 554.0, -6.0, 12.0, 606.0, 173.0, 167.0, 151.0, 1185, 837.0, 4.0, 853, 841.0, -12.0, 0, 0, None, None, None, None, None, None), (251, 2015, 1, 1, 4, 'B6', 1678, 'N618JB', 'JAX', 'JFK', 600, 600.0, 0.0, 14.0, 614.0, 128.0, 136.0, 109.0, 828, 803.0, 13.0, 808, 816.0, 8.0, 0, 0, None, None, None, None, None, None), (252, 2015, 1, 1, 4, 'B6', 1790, 'N203JB', 'DCA', 'BOS', 600, 557.0, -3.0, 19.0, 616.0, 84.0, 88.0, 62.0, 399, 718.0, 7.0, 724, 725.0, 1.0, 0, 0, None, None, None, None, None, None), (253, 2015, 1, 1, 4, 'DL', 421, 'N967DL', 'JFK', 'ATL', 600, 605.0, 5.0, 18.0, 623.0, 163.0, 139.0, 117.0, 760, 820.0, 4.0, 843, 824.0, -19.0, 0, 0, None, None, None, None, None, None), (254, 2015, 1, 1, 4, 'DL', 731, 'N323NB', 'LGA', 'DTW', 600, 604.0, 4.0, 10.0, 614.0, 118.0, 113.0, 97.0, 502, 751.0, 6.0, 758, 757.0, -1.0, 0, 0, None, None, None, None, None, None), (255, 2015, 1, 1, 4, 'DL', 743, 'N341NW', 'RNO', 'SLC', 600, 600.0, 0.0, 31.0, 631.0, 100.0, 118.0, 68.0, 422, 839.0, 19.0, 840, 858.0, 18.0, 0, 0, None, 18.0, 0.0, 0.0, 0.0, 0.0), (256, 2015, 1, 1, 4, 'DL', 750, 'N995AT', 'BOS', 'JFK', 600, 556.0, -4.0, 20.0, 616.0, 80.0, 76.0, 44.0, 187, 700.0, 12.0, 720, 712.0, -8.0, 0, 0, None, None, None, None, None, None), (257, 2015, 1, 1, 4, 'DL', 809, 'N931DN', 'BOS', 'MSP', 600, 600.0, 0.0, 23.0, 623.0, 210.0, 212.0, 186.0, 1124, 829.0, 3.0, 830, 832.0, 2.0, 0, 0, None, None, None, None, None, None), (258, 2015, 1, 1, 4, 'DL', 904, 'N3748Y', 'LGA', 'ATL', 600, 601.0, 1.0, 11.0, 612.0, 159.0, 126.0, 111.0, 762, 803.0, 4.0, 839, 807.0, -32.0, 0, 0, None, None, None, None, None, None), (259, 2015, 1, 1, 4, 'DL', 977, 'N988DL', 'ORD', 'ATL', 600, 602.0, 2.0, 19.0, 621.0, 127.0, 104.0, 80.0, 606, 841.0, 5.0, 907, 846.0, -21.0, 0, 0, None, None, None, None, None, None), (260, 2015, 1, 1, 4, 'DL', 1088, 'N682DA', 'ANC', 'MSP', 600, 557.0, -3.0, 11.0, 608.0, 317.0, 280.0, 266.0, 2519, 1334.0, 3.0, 1417, 1337.0, -40.0, 0, 0, None, None, None, None, None, None), (261, 2015, 1, 1, 4, 'DL', 1098, 'N966AT', 'ATW', 'ATL', 600, 601.0, 1.0, 9.0, 610.0, 143.0, 110.0, 97.0, 765, 847.0, 4.0, 923, 851.0, -32.0, 0, 0, None, None, None, None, None, None), (262, 2015, 1, 1, 4, 'DL', 1205, 'N612DL', 'PHX', 'ATL', 600, 804.0, 124.0, 16.0, 820.0, 207.0, 190.0, 169.0, 1587, 1309.0, 5.0, 1127, 1314.0, 107.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 107.0), (263, 2015, 1, 1, 4, 'DL', 1234, 'N912DE', 'PNS', 'ATL', 600, 554.0, -6.0, 8.0, 602.0, 69.0, 55.0, 41.0, 271, 743.0, 6.0, 809, 749.0, -20.0, 0, 0, None, None, None, None, None, None), (264, 2015, 1, 1, 4, 'DL', 1235, 'N358NW', 'MCO', 'SLC', 600, 554.0, -6.0, 15.0, 609.0, 304.0, 300.0, 280.0, 1931, 849.0, 5.0, 904, 854.0, -10.0, 0, 0, None, None, None, None, None, None), (265, 2015, 1, 1, 4, 'AA', 1462, 'N547AA', 'ONT', 'DFW', 600, None, None, None, None, 180.0, None, None, 1188, None, None, 1100, None, None, 0, 1, 'B', None, None, None, None, None), (266, 2015, 1, 1, 4, 'AA', 913, 'N3JVAA', 'DCA', 'MIA', 600, 605.0, 5.0, 12.0, 617.0, 157.0, 151.0, 130.0, 919, 827.0, 9.0, 837, 836.0, -1.0, 0, 0, None, None, None, None, None, None), (267, 2015, 1, 1, 4, 'DL', 1961, 'N947DN', 'RIC', 'ATL', 600, 554.0, -6.0, 12.0, 606.0, 113.0, 91.0, 75.0, 481, 721.0, 4.0, 753, 725.0, -28.0, 0, 0, None, None, None, None, None, None), (268, 2015, 1, 1, 4, 'DL', 2154, 'N813DN', 'LAX', 'ATL', 600, 559.0, -1.0, 12.0, 611.0, 250.0, 231.0, 213.0, 1947, 1244.0, 6.0, 1310, 1250.0, -20.0, 0, 0, None, None, None, None, None, None), (269, 2015, 1, 1, 4, 'DL', 2282, 'N974DL', 'BOS', 'ATL', 600, 558.0, -2.0, 21.0, 619.0, 191.0, 171.0, 144.0, 946, 843.0, 6.0, 911, 849.0, -22.0, 0, 0, None, None, None, None, None, None), (270, 2015, 1, 1, 4, 'DL', 2417, 'N554NW', 'LAS', 'DTW', 600, 559.0, -1.0, 19.0, 618.0, 233.0, 212.0, 187.0, 1749, 1225.0, 6.0, 1253, 1231.0, -22.0, 0, 0, None, None, None, None, None, None), (271, 2015, 1, 1, 4, 'DL', 1540, 'N903DE', 'OKC', 'ATL', 600, 550.0, -10.0, 41.0, 631.0, 124.0, 131.0, 85.0, 761, 856.0, 5.0, 904, 901.0, -3.0, 0, 0, None, None, None, None, None, None), (272, 2015, 1, 1, 4, 'DL', 1574, 'N532US', 'MCO', 'MSP', 600, 550.0, -10.0, 12.0, 602.0, 209.0, 212.0, 196.0, 1310, 818.0, 4.0, 829, 822.0, -7.0, 0, 0, None, None, None, None, None, None), (273, 2015, 1, 1, 4, 'DL', 1700, 'N952DL', 'MEM', 'ATL', 600, 617.0, 17.0, 10.0, 627.0, 82.0, 59.0, 45.0, 332, 812.0, 4.0, 822, 816.0, -6.0, 0, 0, None, None, None, None, None, None), (274, 2015, 1, 1, 4, 'DL', 1867, 'N934AT', 'TUL', 'ATL', 600, 555.0, -5.0, 15.0, 610.0, 118.0, 99.0, 80.0, 674, 830.0, 4.0, 858, 834.0, -24.0, 0, 0, None, None, None, None, None, None), (275, 2015, 1, 1, 4, 'DL', 1937, 'N905DA', 'BWI', 'DTW', 600, 551.0, -9.0, 18.0, 609.0, 102.0, 92.0, 69.0, 409, 718.0, 5.0, 742, 723.0, -19.0, 0, 0, None, None, None, None, None, None), (276, 2015, 1, 1, 4, 'B6', 159, 'N193JB', 'BOS', 'PHL', 600, 554.0, -6.0, 18.0, 612.0, 99.0, 84.0, 61.0, 280, 713.0, 5.0, 739, 718.0, -21.0, 0, 0, None, None, None, None, None, None), (277, 2015, 1, 1, 4, 'B6', 198, 'N523JB', 'MCO', 'LGA', 600, 557.0, -3.0, 15.0, 612.0, 145.0, 150.0, 129.0, 950, 821.0, 6.0, 825, 827.0, 2.0, 0, 0, None, None, None, None, None, None), (278, 2015, 1, 1, 4, 'B6', 1502, 'N535JB', 'FLL', 'JFK', 600, 610.0, 10.0, 13.0, 623.0, 163.0, 170.0, 146.0, 1069, 849.0, 11.0, 843, 900.0, 17.0, 0, 0, None, 7.0, 0.0, 10.0, 0.0, 0.0), (279, 2015, 1, 1, 4, 'B6', 1504, 'N640JB', 'SJU', 'JFK', 600, 627.0, 27.0, 17.0, 644.0, 242.0, 274.0, 248.0, 1598, 952.0, 9.0, 902, 1001.0, 59.0, 0, 0, None, 32.0, 0.0, 27.0, 0.0, 0.0), (280, 2015, 1, 1, 4, 'B6', 1600, 'N351JB', 'BOS', 'DCA', 600, 552.0, -8.0, 17.0, 609.0, 107.0, 92.0, 72.0, 399, 721.0, 3.0, 747, 724.0, -23.0, 0, 0, None, None, None, None, None, None), (281, 2015, 1, 1, 4, 'EV', 2533, 'N906EV', 'TYS', 'DFW', 600, 559.0, -1.0, 33.0, 632.0, 155.0, 166.0, 128.0, 772, 740.0, 5.0, 735, 745.0, 10.0, 0, 0, None, None, None, None, None, None), (282, 2015, 1, 1, 4, 'EV', 4213, 'N17560', 'MHT', 'ORD', 600, 555.0, -5.0, 16.0, 611.0, 173.0, 174.0, 153.0, 843, 744.0, 5.0, 753, 749.0, -4.0, 0, 0, None, None, None, None, None, None), (283, 2015, 1, 1, 4, 'EV', 4431, 'N14158', 'SAV', 'EWR', 600, 726.0, 86.0, 18.0, 744.0, 126.0, 125.0, 98.0, 708, 922.0, 9.0, 806, 931.0, 85.0, 0, 0, None, 85.0, 0.0, 0.0, 0.0, 0.0), (284, 2015, 1, 1, 4, 'EV', 4411, 'N14568', 'MEM', 'EWR', 600, 552.0, -8.0, 17.0, 609.0, 158.0, 146.0, 120.0, 946, 909.0, 9.0, 938, 918.0, -20.0, 0, 0, None, None, None, None, None, None), (285, 2015, 1, 1, 4, 'EV', 4756, 'N13908', 'CLT', 'ORD', 600, 559.0, -1.0, 26.0, 625.0, 123.0, 142.0, 109.0, 599, 714.0, 7.0, 703, 721.0, 18.0, 0, 0, None, 18.0, 0.0, 0.0, 0.0, 0.0), (286, 2015, 1, 1, 4, 'EV', 4768, 'N16987', 'TYS', 'IAD', 600, 553.0, -7.0, 22.0, 615.0, 85.0, 90.0, 58.0, 419, 713.0, 10.0, 725, 723.0, -2.0, 0, 0, None, None, None, None, None, None), (287, 2015, 1, 1, 4, 'EV', 4740, 'N11107', 'GRB', 'ORD', 600, 556.0, -4.0, 12.0, 608.0, 63.0, 57.0, 34.0, 173, 642.0, 11.0, 703, 653.0, -10.0, 0, 0, None, None, None, None, None, None), (288, 2015, 1, 1, 4, 'EV', 5103, 'N846AS', 'ABE', 'DTW', 600, 552.0, -8.0, 12.0, 604.0, 113.0, 101.0, 84.0, 425, 728.0, 5.0, 753, 733.0, -20.0, 0, 0, None, None, None, None, None, None), (289, 2015, 1, 1, 4, 'EV', 5275, 'N861AS', 'JAN', 'ATL', 600, 559.0, -1.0, 12.0, 611.0, 79.0, 70.0, 51.0, 341, 802.0, 7.0, 819, 809.0, -10.0, 0, 0, None, None, None, None, None, None), (290, 2015, 1, 1, 4, 'EV', 5491, 'N838AS', 'OAJ', 'ATL', 600, 552.0, -8.0, 23.0, 615.0, 92.0, 97.0, 69.0, 399, 724.0, 5.0, 732, 729.0, -3.0, 0, 0, None, None, None, None, None, None), (291, 2015, 1, 1, 4, 'EV', 5978, 'N21129', 'FAR', 'ORD', 600, 603.0, 3.0, 37.0, 640.0, 123.0, 120.0, 78.0, 557, 758.0, 5.0, 803, 803.0, 0.0, 0, 0, None, None, None, None, None, None), (292, 2015, 1, 1, 4, 'EV', 5917, 'N13997', 'JAN', 'ORD', 600, 556.0, -4.0, 13.0, 609.0, 134.0, 119.0, 99.0, 677, 748.0, 7.0, 814, 755.0, -19.0, 0, 0, None, None, None, None, None, None), (293, 2015, 1, 1, 4, 'EV', 6133, 'N12996', 'ERI', 'ORD', 600, 616.0, 16.0, 11.0, 627.0, 92.0, 95.0, 79.0, 398, 646.0, 5.0, 632, 651.0, 19.0, 0, 0, None, 3.0, 0.0, 16.0, 0.0, 0.0), (294, 2015, 1, 1, 4, 'EV', 6082, 'N12122', 'ATW', 'ORD', 600, 600.0, 0.0, 15.0, 615.0, 63.0, 63.0, 37.0, 160, 652.0, 11.0, 703, 703.0, 0.0, 0, 0, None, None, None, None, None, None), (295, 2015, 1, 1, 4, 'EV', 6122, 'N16559', 'LEX', 'ORD', 600, 556.0, -4.0, 11.0, 607.0, 90.0, 83.0, 65.0, 323, 612.0, 7.0, 630, 619.0, -11.0, 0, 0, None, None, None, None, None, None), (296, 2015, 1, 1, 4, 'EV', 6143, 'N12921', 'CWA', 'ORD', 600, 550.0, -10.0, 25.0, 615.0, 76.0, 83.0, 47.0, 212, 702.0, 11.0, 716, 713.0, -3.0, 0, 0, None, None, None, None, None, None), (297, 2015, 1, 1, 4, 'F9', 865, None, 'MSO', 'DEN', 600, None, None, None, None, 120.0, None, None, 679, None, None, 800, None, None, 0, 1, 'A', None, None, None, None, None), (298, 2015, 1, 1, 4, 'F9', 1256, None, 'ORD', 'MIA', 600, None, None, None, None, 180.0, None, None, 1197, None, None, 1000, None, None, 0, 1, 'A', None, None, None, None, None), (299, 2015, 1, 1, 4, 'F9', 1104, 'N211FR', 'CLE', 'FLL', 600, 556.0, -4.0, 10.0, 606.0, 175.0, 157.0, 142.0, 1062, 828.0, 5.0, 855, 833.0, -22.0, 0, 0, None, None, None, None, None, None), (300, 2015, 1, 1, 4, 'F9', 1057, 'N919FR', 'IAH', 'SFO', 600, 552.0, -8.0, 16.0, 608.0, 260.0, 262.0, 237.0, 1635, 805.0, 9.0, 820, 814.0, -6.0, 0, 0, None, None, None, None, None, None), (301, 2015, 1, 1, 4, 'F9', 144, 'N924FR', 'SEA', 'DEN', 600, 605.0, 5.0, 10.0, 615.0, 153.0, 148.0, 131.0, 1024, 926.0, 7.0, 933, 933.0, 0.0, 0, 0, None, None, None, None, None, None), (302, 2015, 1, 1, 4, 'F9', 1056, 'N929FR', 'SFO', 'IAH', 600, 552.0, -8.0, 15.0, 607.0, 225.0, 234.0, 209.0, 1635, 1136.0, 10.0, 1145, 1146.0, 1.0, 0, 0, None, None, None, None, None, None), (303, 2015, 1, 1, 4, 'F9', 901, 'N939FR', 'TTN', 'ATL', 600, 557.0, -3.0, 10.0, 607.0, 139.0, 131.0, 109.0, 701, 756.0, 12.0, 819, 808.0, -11.0, 0, 0, None, None, None, None, None, None), (304, 2015, 1, 1, 4, 'F9', 902, 'N949FR', 'ATL', 'TTN', 600, 619.0, 19.0, 11.0, 630.0, 110.0, 115.0, 98.0, 701, 808.0, 6.0, 750, 814.0, 24.0, 0, 0, None, 5.0, 0.0, 19.0, 0.0, 0.0), (305, 2015, 1, 1, 4, 'HA', 202, 'N491HA', 'HNL', 'ITO', 600, 553.0, -7.0, 12.0, 605.0, 50.0, 53.0, 36.0, 216, 641.0, 5.0, 650, 646.0, -4.0, 0, 0, None, None, None, None, None, None), (306, 2015, 1, 1, 4, 'MQ', 2898, 'N514MQ', 'MAF', 'DFW', 600, None, None, None, None, 70.0, None, None, 309, None, None, 710, None, None, 0, 1, 'B', None, None, None, None, None), (307, 2015, 1, 1, 4, 'MQ', 2957, 'N504MQ', 'AMA', 'DFW', 600, None, None, None, None, 80.0, None, None, 312, None, None, 720, None, None, 0, 1, 'B', None, None, None, None, None), (308, 2015, 1, 1, 4, 'MQ', 2962, 'N609MQ', 'CLL', 'DFW', 600, None, None, None, None, 60.0, None, None, 164, None, None, 700, None, None, 0, 1, 'B', None, None, None, None, None), (309, 2015, 1, 1, 4, 'MQ', 3014, 'N908MQ', 'HOU', 'DFW', 600, None, None, None, None, 70.0, None, None, 247, None, None, 710, None, None, 0, 1, 'B', None, None, None, None, None), (310, 2015, 1, 1, 4, 'MQ', 3015, 'N825MQ', 'DFW', 'BTR', 600, None, None, None, None, 78.0, None, None, 383, None, None, 718, None, None, 0, 1, 'B', None, None, None, None, None), (311, 2015, 1, 1, 4, 'MQ', 3079, 'N646MQ', 'JLN', 'DFW', 600, None, None, None, None, 80.0, None, None, 327, None, None, 720, None, None, 0, 1, 'B', None, None, None, None, None), (312, 2015, 1, 1, 4, 'MQ', 3189, 'N532MQ', 'CID', 'DFW', 600, None, None, None, None, 140.0, None, None, 685, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (313, 2015, 1, 1, 4, 'MQ', 3302, 'N649MQ', 'MLI', 'DFW', 600, None, None, None, None, 145.0, None, None, 691, None, None, 825, None, None, 0, 1, 'B', None, None, None, None, None), (314, 2015, 1, 1, 4, 'MQ', 3338, 'N925MQ', 'GSP', 'DFW', 600, None, None, None, None, 170.0, None, None, 862, None, None, 750, None, None, 0, 1, 'B', None, None, None, None, None), (315, 2015, 1, 1, 4, 'MQ', 3350, 'N830MQ', 'RDU', 'JFK', 600, 555.0, -5.0, 32.0, 627.0, 95.0, 103.0, 64.0, 427, 731.0, 7.0, 735, 738.0, 3.0, 0, 0, None, None, None, None, None, None), (316, 2015, 1, 1, 4, 'MQ', 3355, 'N618MQ', 'CVG', 'MIA', 600, 556.0, -4.0, 15.0, 611.0, 153.0, 150.0, 123.0, 948, 814.0, 12.0, 833, 826.0, -7.0, 0, 0, None, None, None, None, None, None), (317, 2015, 1, 1, 4, 'MQ', 3251, 'N615MQ', 'MHK', 'DFW', 600, None, None, None, None, 100.0, None, None, 431, None, None, 740, None, None, 0, 1, 'B', None, None, None, None, None), (318, 2015, 1, 1, 4, 'MQ', 3377, 'N631MQ', 'MOB', 'DFW', 600, None, None, None, None, 110.0, None, None, 539, None, None, 750, None, None, 0, 1, 'B', None, None, None, None, None), (319, 2015, 1, 1, 4, 'MQ', 3441, 'N698MQ', 'TLH', 'DFW', 600, None, None, None, None, 150.0, None, None, 767, None, None, 730, None, None, 0, 1, 'B', None, None, None, None, None), (320, 2015, 1, 1, 4, 'MQ', 3540, 'N602MQ', 'PNS', 'MIA', 600, 555.0, -5.0, 18.0, 613.0, 103.0, 96.0, 73.0, 530, 826.0, 5.0, 843, 831.0, -12.0, 0, 0, None, None, None, None, None, None), (321, 2015, 1, 1, 4, 'MQ', 3488, 'N620MQ', 'BHM', 'MIA', 600, 600.0, 0.0, 19.0, 619.0, 117.0, 112.0, 87.0, 661, 846.0, 6.0, 857, 852.0, -5.0, 0, 0, None, None, None, None, None, None), (322, 2015, 1, 1, 4, 'MQ', 3597, 'N612MQ', 'CVG', 'DFW', 600, None, None, None, None, 165.0, None, None, 812, None, None, 745, None, None, 0, 1, 'B', None, None, None, None, None), (323, 2015, 1, 1, 4, 'MQ', 3611, 'N902MQ', 'CAE', 'DFW', 600, None, None, None, None, 185.0, None, None, 922, None, None, 805, None, None, 0, 1, 'B', None, None, None, None, None), (324, 2015, 1, 1, 4, 'MQ', 3678, 'N625MQ', 'TXK', 'DFW', 600, None, None, None, None, 60.0, None, None, 181, None, None, 700, None, None, 0, 1, 'B', None, None, None, None, None), (325, 2015, 1, 1, 4, 'NK', 188, 'N505NK', 'OAK', 'LAS', 600, 551.0, -9.0, 10.0, 601.0, 83.0, 84.0, 68.0, 407, 709.0, 6.0, 723, 715.0, -8.0, 0, 0, None, None, None, None, None, None), (326, 2015, 1, 1, 4, 'NK', 925, 'N634NK', 'DFW', 'OAK', 600, 600.0, 0.0, 13.0, 613.0, 238.0, 209.0, 188.0, 1457, 721.0, 8.0, 758, 729.0, -29.0, 0, 0, None, None, None, None, None, None), (327, 2015, 1, 1, 4, 'NK', 943, 'N605NK', 'ACY', 'RSW', 600, 742.0, 102.0, 10.0, 752.0, 171.0, 155.0, 141.0, 982, 1013.0, 4.0, 851, 1017.0, 86.0, 0, 0, None, 86.0, 0.0, 0.0, 0.0, 0.0), (328, 2015, 1, 1, 4, 'NK', 316, 'N601NK', 'DTW', 'LGA', 600, 558.0, -2.0, 11.0, 609.0, 98.0, 158.0, 67.0, 502, 716.0, 80.0, 738, 836.0, 58.0, 0, 0, None, 58.0, 0.0, 0.0, 0.0, 0.0), (329, 2015, 1, 1, 4, 'NK', 972, 'N606NK', 'DFW', 'FLL', 600, 603.0, 3.0, 56.0, 659.0, 159.0, 191.0, 131.0, 1119, 1010.0, 4.0, 939, 1014.0, 35.0, 0, 0, None, 35.0, 0.0, 0.0, 0.0, 0.0), (330, 2015, 1, 1, 4, 'OO', 2622, 'N492SW', 'SMF', 'LAX', 600, 551.0, -9.0, 31.0, 622.0, 90.0, 97.0, 61.0, 373, 723.0, 5.0, 730, 728.0, -2.0, 0, 0, None, None, None, None, None, None), (331, 2015, 1, 1, 4, 'OO', 6360, 'N952SW', 'RAP', 'DEN', 600, 600.0, 0.0, 33.0, 633.0, 82.0, 90.0, 49.0, 300, 722.0, 8.0, 722, 730.0, 8.0, 0, 0, None, None, None, None, None, None), (332, 2015, 1, 1, 4, 'OO', 6369, 'N763SK', 'TUS', 'SFO', 600, 604.0, 4.0, 22.0, 626.0, 134.0, 136.0, 108.0, 751, 714.0, 6.0, 714, 720.0, 6.0, 0, 0, None, None, None, None, None, None), (333, 2015, 1, 1, 4, 'OO', 5330, 'N652BR', 'EAU', 'ORD', 600, 552.0, -8.0, 9.0, 601.0, 79.0, 58.0, 43.0, 268, 644.0, 6.0, 719, 650.0, -29.0, 0, 0, None, None, None, None, None, None), (334, 2015, 1, 1, 4, 'OO', 5292, 'N971SW', 'DLH', 'ORD', 600, 556.0, -4.0, 31.0, 627.0, 96.0, 96.0, 58.0, 397, 725.0, 7.0, 736, 732.0, -4.0, 0, 0, None, None, None, None, None, None), (335, 2015, 1, 1, 4, 'OO', 6276, 'N715SK', 'FSD', 'ORD', 600, 557.0, -3.0, 27.0, 624.0, 96.0, 101.0, 67.0, 462, 731.0, 7.0, 736, 738.0, 2.0, 0, 0, None, None, None, None, None, None), (336, 2015, 1, 1, 4, 'OO', 6235, 'N114SY', 'AUS', 'SFO', 600, 556.0, -4.0, 21.0, 617.0, 249.0, 237.0, 213.0, 1504, 750.0, 3.0, 809, 753.0, -16.0, 0, 0, None, None, None, None, None, None), (337, 2015, 1, 1, 4, 'OO', 3489, 'N227AG', 'FAT', 'SEA', 600, 557.0, -3.0, 22.0, 619.0, 130.0, 136.0, 110.0, 748, 809.0, 4.0, 810, 813.0, 3.0, 0, 0, None, None, None, None, None, None), (338, 2015, 1, 1, 4, 'OO', 3461, 'N223AG', 'ONT', 'PDX', 600, 550.0, -10.0, 15.0, 605.0, 147.0, 138.0, 119.0, 838, 804.0, 4.0, 827, 808.0, -19.0, 0, 0, None, None, None, None, None, None), (339, 2015, 1, 1, 4, 'OO', 7423, 'N427SW', 'INL', 'BRD', 600, 550.0, -10.0, 31.0, 621.0, 58.0, 65.0, 30.0, 153, 651.0, 4.0, 658, 655.0, -3.0, 0, 0, None, None, None, None, None, None), (340, 2015, 1, 1, 4, 'OO', 5318, 'N946SW', 'CMX', 'ORD', 600, None, None, None, None, 87.0, None, None, 359, None, None, 627, None, None, 0, 1, 'B', None, None, None, None, None), (341, 2015, 1, 1, 4, 'OO', 5445, 'N579SW', 'SMF', 'SFO', 600, None, None, None, None, 52.0, None, None, 86, None, None, 652, None, None, 0, 1, 'A', None, None, None, None, None), (342, 2015, 1, 1, 4, 'OO', 5242, 'N744SK', 'BOI', 'LAX', 600, 639.0, 39.0, 24.0, 703.0, 130.0, 121.0, 89.0, 674, 732.0, 8.0, 710, 740.0, 30.0, 0, 0, None, 0.0, 0.0, 30.0, 0.0, 0.0), (343, 2015, 1, 1, 4, 'OO', 5462, 'N929EV', 'SPI', 'ORD', 600, 604.0, 4.0, 20.0, 624.0, 64.0, 65.0, 39.0, 174, 703.0, 6.0, 704, 709.0, 5.0, 0, 0, None, None, None, None, None, None), (344, 2015, 1, 1, 4, 'OO', 5466, 'N568SW', 'CLD', 'LAX', 600, 654.0, 54.0, 48.0, 742.0, 51.0, 85.0, 24.0, 86, 806.0, 13.0, 651, 819.0, 88.0, 0, 0, None, 34.0, 0.0, 0.0, 0.0, 54.0), (345, 2015, 1, 1, 4, 'OO', 5550, 'N594SW', 'COD', 'DEN', 600, 559.0, -1.0, 27.0, 626.0, 93.0, 93.0, 58.0, 391, 724.0, 8.0, 733, 732.0, -1.0, 0, 0, None, None, None, None, None, None), (346, 2015, 1, 1, 4, 'OO', 5574, 'N563SW', 'FAT', 'SFO', 600, 600.0, 0.0, 40.0, 640.0, 74.0, 81.0, 37.0, 158, 717.0, 4.0, 714, 721.0, 7.0, 0, 0, None, None, None, None, None, None), (347, 2015, 1, 1, 4, 'MQ', 3221, 'N682MQ', 'CMH', 'MIA', 600, 555.0, -5.0, 17.0, 612.0, 166.0, 160.0, 137.0, 990, 829.0, 6.0, 846, 835.0, -11.0, 0, 0, None, None, None, None, None, None), (348, 2015, 1, 1, 4, 'MQ', 3224, 'N631MQ', 'LRD', 'DFW', 600, None, None, None, None, 80.0, None, None, 396, None, None, 720, None, None, 0, 1, 'B', None, None, None, None, None), (349, 2015, 1, 1, 4, 'OO', 5522, 'N796SK', 'PSC', 'DEN', 600, 601.0, 1.0, 22.0, 623.0, 142.0, 145.0, 115.0, 852, 918.0, 8.0, 922, 926.0, 4.0, 0, 0, None, None, None, None, None, None), (350, 2015, 1, 1, 4, 'OO', 5592, 'N494CA', 'CPR', 'DEN', 600, 604.0, 4.0, 31.0, 635.0, 72.0, 77.0, 39.0, 230, 714.0, 7.0, 712, 721.0, 9.0, 0, 0, None, None, None, None, None, None), (351, 2015, 1, 1, 4, 'OO', 5604, 'N292SW', 'ACV', 'SFO', 600, 550.0, -10.0, 29.0, 619.0, 83.0, 103.0, 69.0, 250, 728.0, 5.0, 723, 733.0, 10.0, 0, 0, None, None, None, None, None, None), (352, 2015, 1, 1, 4, 'OO', 5170, 'N791SK', 'DAL', 'IAH', 600, 622.0, 22.0, 12.0, 634.0, 68.0, 58.0, 41.0, 216, 715.0, 5.0, 708, 720.0, 12.0, 0, 0, None, None, None, None, None, None), (353, 2015, 1, 1, 4, 'OO', 5429, 'N958SW', 'PAH', 'ORD', 600, 551.0, -9.0, 8.0, 559.0, 93.0, 79.0, 66.0, 342, 705.0, 5.0, 733, 710.0, -23.0, 0, 0, None, None, None, None, None, None), (354, 2015, 1, 1, 4, 'OO', 5435, 'N976SW', 'PSC', 'SFO', 600, 556.0, -4.0, 37.0, 633.0, 127.0, 130.0, 89.0, 620, 802.0, 4.0, 807, 806.0, -1.0, 0, 0, None, None, None, None, None, None), (355, 2015, 1, 1, 4, 'OO', 6378, 'N767SK', 'CID', 'ORD', 600, 610.0, 10.0, 8.0, 618.0, 68.0, 57.0, 43.0, 196, 701.0, 6.0, 708, 707.0, -1.0, 0, 0, None, None, None, None, None, None), (356, 2015, 1, 1, 4, 'OO', 6401, 'N740SK', 'EUG', 'SFO', 600, 557.0, -3.0, 19.0, 616.0, 96.0, 92.0, 69.0, 451, 725.0, 4.0, 736, 729.0, -7.0, 0, 0, None, None, None, None, None, None), (357, 2015, 1, 1, 4, 'OO', 6332, 'N708SK', 'DFW', 'DEN', 600, 556.0, -4.0, 27.0, 623.0, 125.0, 138.0, 100.0, 641, 703.0, 11.0, 705, 714.0, 9.0, 0, 0, None, None, None, None, None, None), (358, 2015, 1, 1, 4, 'OO', 6346, 'N291SW', 'MRY', 'SFO', 600, 555.0, -5.0, 13.0, 608.0, 46.0, 39.0, 21.0, 77, 629.0, 5.0, 646, 634.0, -12.0, 0, 0, None, None, None, None, None, None), (359, 2015, 1, 1, 4, 'OO', 6465, 'N495CA', 'SLC', 'LAX', 600, 604.0, 4.0, 32.0, 636.0, 132.0, 122.0, 85.0, 590, 701.0, 5.0, 712, 706.0, -6.0, 0, 0, None, None, None, None, None, None), (360, 2015, 1, 1, 4, 'OO', 7392, 'N438SW', 'ESC', 'DTW', 600, 558.0, -2.0, 15.0, 613.0, 87.0, 68.0, 47.0, 306, 700.0, 6.0, 727, 706.0, -21.0, 0, 0, None, None, None, None, None, None), (361, 2015, 1, 1, 4, 'OO', 6403, 'N983SW', 'MFR', 'SFO', 600, 557.0, -3.0, 26.0, 623.0, 89.0, 86.0, 55.0, 329, 718.0, 5.0, 729, 723.0, -6.0, 0, 0, None, None, None, None, None, None), (362, 2015, 1, 1, 4, 'OO', 6497, 'N913SW', 'FAT', 'DEN', 600, 559.0, -1.0, 34.0, 633.0, 145.0, 179.0, 132.0, 844, 945.0, 13.0, 925, 958.0, 33.0, 0, 0, None, 33.0, 0.0, 0.0, 0.0, 0.0), (363, 2015, 1, 1, 4, 'UA', 576, 'N817UA', 'SFO', 'EWR', 601, 552.0, -9.0, 17.0, 609.0, 331.0, 317.0, 292.0, 2565, 1401.0, 8.0, 1432, 1409.0, -23.0, 0, 0, None, None, None, None, None, None), (364, 2015, 1, 1, 4, 'UA', 1410, 'N76523', 'LAS', 'IAH', 601, 601.0, 0.0, 13.0, 614.0, 175.0, 168.0, 149.0, 1222, 1043.0, 6.0, 1056, 1049.0, -7.0, 0, 0, None, None, None, None, None, None), (365, 2015, 1, 1, 4, 'UA', 1689, 'N39461', 'EWR', 'SFO', 601, 602.0, 1.0, 11.0, 613.0, 399.0, 378.0, 355.0, 2565, 908.0, 12.0, 940, 920.0, -20.0, 0, 0, None, None, None, None, None, None), (366, 2015, 1, 1, 4, 'EV', 6020, 'N11121', 'ISN', 'DEN', 601, 559.0, -2.0, 29.0, 628.0, 129.0, 122.0, 83.0, 576, 651.0, 10.0, 710, 701.0, -9.0, 0, 0, None, None, None, None, None, None), (367, 2015, 1, 1, 4, 'HA', 113, 'N486HA', 'HNL', 'LIH', 601, 557.0, -4.0, 10.0, 607.0, 37.0, 39.0, 23.0, 102, 630.0, 6.0, 638, 636.0, -2.0, 0, 0, None, None, None, None, None, None), (368, 2015, 1, 1, 4, 'OO', 5629, 'N726SK', 'PSP', 'SFO', 601, 632.0, 31.0, 11.0, 643.0, 94.0, 80.0, 65.0, 421, 748.0, 4.0, 735, 752.0, 17.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 17.0), (369, 2015, 1, 1, 4, 'OO', 6420, 'N924SW', 'PSP', 'DEN', 601, 812.0, 131.0, 8.0, 820.0, 131.0, 144.0, 107.0, 776, 1107.0, 29.0, 912, 1136.0, 144.0, 0, 0, None, 13.0, 0.0, 0.0, 0.0, 131.0), (370, 2015, 1, 1, 4, 'UA', 223, 'N816UA', 'SAT', 'IAH', 602, 610.0, 8.0, 14.0, 624.0, 58.0, 50.0, 31.0, 191, 655.0, 5.0, 700, 700.0, 0.0, 0, 0, None, None, None, None, None, None), (371, 2015, 1, 1, 4, 'UA', 996, 'N406UA', 'LAX', 'EWR', 603, 603.0, 0.0, 16.0, 619.0, 319.0, 287.0, 263.0, 2454, 1342.0, 8.0, 1422, 1350.0, -32.0, 0, 0, None, None, None, None, None, None), (372, 2015, 1, 1, 4, 'UA', 1721, 'N75425', 'LAX', 'SFO', 603, 601.0, -2.0, 13.0, 614.0, 87.0, 75.0, 54.0, 337, 708.0, 8.0, 730, 716.0, -14.0, 0, 0, None, None, None, None, None, None), (373, 2015, 1, 1, 4, 'EV', 4390, 'N15986', 'CLE', 'IAD', 603, 558.0, -5.0, 18.0, 616.0, 82.0, 86.0, 44.0, 288, 700.0, 24.0, 725, 724.0, -1.0, 0, 0, None, None, None, None, None, None), (374, 2015, 1, 1, 4, 'EV', 5732, 'N833AS', 'CAE', 'IAD', 603, 605.0, 2.0, 21.0, 626.0, 82.0, 87.0, 62.0, 401, 728.0, 4.0, 725, 732.0, 7.0, 0, 0, None, None, None, None, None, None), (375, 2015, 1, 1, 4, 'F9', 756, 'N948FR', 'PHX', 'DEN', 603, 603.0, 0.0, 25.0, 628.0, 107.0, 111.0, 79.0, 602, 747.0, 7.0, 750, 754.0, 4.0, 0, 0, None, None, None, None, None, None), (376, 2015, 1, 1, 4, 'UA', 234, 'N838UA', 'SMF', 'IAH', 605, 613.0, 8.0, 29.0, 642.0, 216.0, 227.0, 193.0, 1609, 1155.0, 5.0, 1141, 1200.0, 19.0, 0, 0, None, 11.0, 0.0, 8.0, 0.0, 0.0), (377, 2015, 1, 1, 4, 'UA', 415, 'N509UA', 'JFK', 'SFO', 605, 605.0, 0.0, 20.0, 625.0, 404.0, 400.0, 368.0, 2586, 933.0, 12.0, 949, 945.0, -4.0, 0, 0, None, None, None, None, None, None), (378, 2015, 1, 1, 4, 'US', 647, 'N664AW', 'BOS', 'PHX', 605, 614.0, 9.0, 14.0, 628.0, 369.0, 373.0, 355.0, 2300, 1023.0, 4.0, 1014, 1027.0, 13.0, 0, 0, None, None, None, None, None, None), (379, 2015, 1, 1, 4, 'US', 829, 'N723UW', 'BOS', 'CLT', 605, 601.0, -4.0, 25.0, 626.0, 147.0, 148.0, 120.0, 728, 826.0, 3.0, 832, 829.0, -3.0, 0, 0, None, None, None, None, None, None), (380, 2015, 1, 1, 4, 'US', 1743, 'N839AW', 'DTW', 'MIA', 605, 601.0, -4.0, 12.0, 613.0, 186.0, 164.0, 147.0, 1145, 840.0, 5.0, 911, 845.0, -26.0, 0, 0, None, None, None, None, None, None), (381, 2015, 1, 1, 4, 'UA', 1023, 'N73276', 'FLL', 'EWR', 605, 600.0, -5.0, 13.0, 613.0, 174.0, 169.0, 150.0, 1065, 843.0, 6.0, 859, 849.0, -10.0, 0, 0, None, None, None, None, None, None), (382, 2015, 1, 1, 4, 'WN', 2505, 'N467WN', 'GEG', 'DEN', 605, 604.0, -1.0, 14.0, 618.0, 140.0, 132.0, 111.0, 836, 909.0, 7.0, 925, 916.0, -9.0, 0, 0, None, None, None, None, None, None), (383, 2015, 1, 1, 4, 'WN', 239, 'N653SW', 'SAT', 'STL', 605, 559.0, -6.0, 9.0, 608.0, 120.0, 104.0, 91.0, 786, 739.0, 4.0, 805, 743.0, -22.0, 0, 0, None, None, None, None, None, None), (384, 2015, 1, 1, 4, 'WN', 474, 'N614SW', 'ONT', 'DEN', 605, 609.0, 4.0, 13.0, 622.0, 140.0, 136.0, 116.0, 819, 918.0, 7.0, 925, 925.0, 0.0, 0, 0, None, None, None, None, None, None), (385, 2015, 1, 1, 4, 'UA', 1245, 'N39726', 'CLE', 'EWR', 605, 602.0, -3.0, 10.0, 612.0, 91.0, 73.0, 55.0, 404, 707.0, 8.0, 736, 715.0, -21.0, 0, 0, None, None, None, None, None, None), (386, 2015, 1, 1, 4, 'US', 560, 'N663AW', 'DFW', 'PHX', 605, 612.0, 7.0, 15.0, 627.0, 157.0, 158.0, 140.0, 868, 747.0, 3.0, 742, 750.0, 8.0, 0, 0, None, None, None, None, None, None), (387, 2015, 1, 1, 4, 'AA', 310, 'N201AA', 'MFE', 'DFW', 605, None, None, None, None, 95.0, None, None, 469, None, None, 740, None, None, 0, 1, 'B', None, None, None, None, None), (388, 2015, 1, 1, 4, 'AA', 375, 'N4WLAA', 'STL', 'DFW', 605, 557.0, -8.0, 15.0, 612.0, 120.0, 111.0, 90.0, 550, 742.0, 6.0, 805, 748.0, -17.0, 0, 0, None, None, None, None, None, None), (389, 2015, 1, 1, 4, 'AA', 378, 'N3BGAA', 'SJU', 'MIA', 605, 557.0, -8.0, 17.0, 614.0, 165.0, 184.0, 147.0, 1045, 741.0, 20.0, 750, 801.0, 11.0, 0, 0, None, None, None, None, None, None), (390, 2015, 1, 1, 4, 'AA', 1291, 'N4XYAA', 'MKE', 'DFW', 605, 605.0, 0.0, 14.0, 619.0, 175.0, 164.0, 138.0, 853, 837.0, 12.0, 900, 849.0, -11.0, 0, 0, None, None, None, None, None, None), (391, 2015, 1, 1, 4, 'AS', 320, 'N622AS', 'SEA', 'SFO', 605, 602.0, -3.0, 21.0, 623.0, 125.0, 125.0, 97.0, 679, 800.0, 7.0, 810, 807.0, -3.0, 0, 0, None, None, None, None, None, None), (392, 2015, 1, 1, 4, 'AS', 602, 'N407AS', 'SEA', 'LAS', 605, 602.0, -3.0, 23.0, 625.0, 140.0, 143.0, 115.0, 867, 820.0, 5.0, 825, 825.0, 0.0, 0, 0, None, None, None, None, None, None), (393, 2015, 1, 1, 4, 'B6', 233, 'N247JB', 'BTV', 'JFK', 605, 553.0, -12.0, 12.0, 605.0, 88.0, 84.0, 50.0, 266, 655.0, 22.0, 733, 717.0, -16.0, 0, 0, None, None, None, None, None, None), (394, 2015, 1, 1, 4, 'B6', 601, 'N559JB', 'JFK', 'FLL', 605, 603.0, -2.0, 17.0, 620.0, 188.0, 188.0, 148.0, 1069, 848.0, 23.0, 913, 911.0, -2.0, 0, 0, None, None, None, None, None, None), (395, 2015, 1, 1, 4, 'B6', 735, 'N821JB', 'SFO', 'LGB', 605, 557.0, -8.0, 13.0, 610.0, 81.0, 75.0, 59.0, 354, 709.0, 3.0, 726, 712.0, -14.0, 0, 0, None, None, None, None, None, None), (396, 2015, 1, 1, 4, 'B6', 922, 'N809JB', 'PBI', 'BOS', 605, 621.0, 16.0, 13.0, 634.0, 172.0, 184.0, 163.0, 1197, 917.0, 8.0, 857, 925.0, 28.0, 0, 0, None, 12.0, 0.0, 16.0, 0.0, 0.0), (397, 2015, 1, 1, 4, 'B6', 1184, 'N641JB', 'MCO', 'JFK', 605, 600.0, -5.0, 17.0, 617.0, 146.0, 161.0, 129.0, 944, 826.0, 15.0, 831, 841.0, 10.0, 0, 0, None, None, None, None, None, None), (398, 2015, 1, 1, 4, 'B6', 1434, 'N503JB', 'SJU', 'MCO', 605, 738.0, 93.0, 12.0, 750.0, 188.0, 183.0, 165.0, 1189, 935.0, 6.0, 813, 941.0, 88.0, 0, 0, None, 0.0, 0.0, 0.0, 88.0, 0.0), (399, 2015, 1, 1, 4, 'DL', 1065, 'N975DL', 'BDL', 'ATL', 605, 601.0, -4.0, 14.0, 615.0, 172.0, 150.0, 130.0, 859, 825.0, 6.0, 857, 831.0, -26.0, 0, 0, None, None, None, None, None, None), (400, 2015, 1, 1, 4, 'DL', 1456, 'N3759', 'RDU', 'ATL', 605, 701.0, 56.0, 11.0, 712.0, 90.0, 73.0, 57.0, 356, 809.0, 5.0, 735, 814.0, 39.0, 0, 0, None, 0.0, 0.0, 39.0, 0.0, 0.0), (401, 2015, 1, 1, 4, 'DL', 1723, 'N336NB', 'SFO', 'SLC', 605, 604.0, -1.0, 15.0, 619.0, 109.0, 108.0, 88.0, 599, 847.0, 5.0, 854, 852.0, -2.0, 0, 0, None, None, None, None, None, None), (402, 2015, 1, 1, 4, 'EV', 4642, 'N14143', 'TUS', 'IAH', 605, 613.0, 8.0, 29.0, 642.0, 142.0, 153.0, 117.0, 936, 939.0, 7.0, 927, 946.0, 19.0, 0, 0, None, 11.0, 0.0, 8.0, 0.0, 0.0), (403, 2015, 1, 1, 4, 'EV', 4928, 'N933EV', 'PIA', 'ATL', 605, 600.0, -5.0, 9.0, 609.0, 116.0, 97.0, 83.0, 565, 832.0, 5.0, 901, 837.0, -24.0, 0, 0, None, None, None, None, None, None), (404, 2015, 1, 1, 4, 'F9', 609, 'N223FR', 'IND', 'DEN', 605, 556.0, -9.0, 9.0, 605.0, 177.0, 167.0, 150.0, 977, 635.0, 8.0, 702, 643.0, -19.0, 0, 0, None, None, None, None, None, None), (405, 2015, 1, 1, 4, 'F9', 821, 'N920FR', 'MCI', 'DEN', 605, 607.0, 2.0, 13.0, 620.0, 109.0, 113.0, 93.0, 533, 653.0, 7.0, 654, 700.0, 6.0, 0, 0, None, None, None, None, None, None), (406, 2015, 1, 1, 4, 'F9', 133, 'N951FR', 'DFW', 'DEN', 605, 702.0, 57.0, 18.0, 720.0, 122.0, 117.0, 91.0, 641, 751.0, 8.0, 707, 759.0, 52.0, 0, 0, None, 0.0, 0.0, 52.0, 0.0, 0.0), (407, 2015, 1, 1, 4, 'MQ', 2881, 'N907MQ', 'FSM', 'DFW', 605, None, None, None, None, 70.0, None, None, 227, None, None, 715, None, None, 0, 1, 'B', None, None, None, None, None), (408, 2015, 1, 1, 4, 'MQ', 2771, 'N667MQ', 'AEX', 'DFW', 605, None, None, None, None, 80.0, None, None, 285, None, None, 725, None, None, 0, 1, 'B', None, None, None, None, None), (409, 2015, 1, 1, 4, 'MQ', 3288, 'N838MQ', 'SPS', 'DFW', 605, None, None, None, None, 45.0, None, None, 113, None, None, 650, None, None, 0, 1, 'B', None, None, None, None, None), (410, 2015, 1, 1, 4, 'MQ', 3328, 'N640MQ', 'ACT', 'DFW', 605, None, None, None, None, 45.0, None, None, 89, None, None, 650, None, None, 0, 1, 'B', None, None, None, None, None), (411, 2015, 1, 1, 4, 'MQ', 3408, 'N625MQ', 'SJT', 'DFW', 605, None, None, None, None, 60.0, None, None, 229, None, None, 705, None, None, 0, 1, 'B', None, None, None, None, None), (412, 2015, 1, 1, 4, 'MQ', 3643, 'N923MQ', 'JAN', 'DFW', 605, None, None, None, None, 100.0, None, None, 408, None, None, 745, None, None, 0, 1, 'B', None, None, None, None, None), (413, 2015, 1, 1, 4, 'HA', 286, 'N480HA', 'HNL', 'OGG', 605, 600.0, -5.0, 12.0, 612.0, 36.0, 40.0, 22.0, 100, 634.0, 6.0, 641, 640.0, -1.0, 0, 0, None, None, None, None, None, None), (414, 2015, 1, 1, 4, 'OO', 5181, 'N788SK', 'OKC', 'LAX', 605, 602.0, -3.0, 40.0, 642.0, 199.0, 211.0, 165.0, 1187, 727.0, 6.0, 724, 733.0, 9.0, 0, 0, None, None, None, None, None, None), (415, 2015, 1, 1, 4, 'OO', 6499, 'N945SW', 'FAR', 'DEN', 605, 610.0, 5.0, 32.0, 642.0, 141.0, 133.0, 87.0, 627, 709.0, 14.0, 726, 723.0, -3.0, 0, 0, None, None, None, None, None, None), (416, 2015, 1, 1, 4, 'UA', 1160, 'N76522', 'SFO', 'IAH', 606, 601.0, -5.0, 13.0, 614.0, 233.0, 236.0, 199.0, 1635, 1133.0, 24.0, 1159, 1157.0, -2.0, 0, 0, None, None, None, None, None, None), (417, 2015, 1, 1, 4, 'UA', 1601, 'N37466', 'EWR', 'FLL', 606, 558.0, -8.0, 13.0, 611.0, 189.0, 160.0, 143.0, 1065, 834.0, 4.0, 915, 838.0, -37.0, 0, 0, None, None, None, None, None, None), (418, 2015, 1, 1, 4, 'OO', 6461, 'N959SW', 'MTJ', 'DEN', 606, 559.0, -7.0, 29.0, 628.0, 69.0, 78.0, 39.0, 196, 707.0, 10.0, 715, 717.0, 2.0, 0, 0, None, None, None, None, None, None), (419, 2015, 1, 1, 4, 'NK', 606, 'N623NK', 'RSW', 'DTW', 607, 601.0, -6.0, 14.0, 615.0, 166.0, 179.0, 155.0, 1084, 850.0, 10.0, 853, 900.0, 7.0, 0, 0, None, None, None, None, None, None), (420, 2015, 1, 1, 4, 'OO', 7389, 'N561SW', 'GCC', 'RKS', 607, 602.0, -5.0, 12.0, 614.0, 77.0, 73.0, 57.0, 261, 711.0, 4.0, 724, 715.0, -9.0, 0, 0, None, None, None, None, None, None), (421, 2015, 1, 1, 4, 'UA', 220, 'N813UA', 'MSY', 'EWR', 608, 606.0, -2.0, 12.0, 618.0, 172.0, 160.0, 140.0, 1167, 938.0, 8.0, 1000, 946.0, -14.0, 0, 0, None, None, None, None, None, None), (422, 2015, 1, 1, 4, 'UA', 654, 'N422UA', 'ORD', 'MCO', 608, 603.0, -5.0, 11.0, 614.0, 163.0, 147.0, 127.0, 1005, 921.0, 9.0, 951, 930.0, -21.0, 0, 0, None, None, None, None, None, None), (423, 2015, 1, 1, 4, 'EV', 6119, 'N16951', 'RIC', 'ORD', 608, 608.0, 0.0, 12.0, 620.0, 137.0, 141.0, 123.0, 642, 723.0, 6.0, 725, 729.0, 4.0, 0, 0, None, None, None, None, None, None), (424, 2015, 1, 1, 4, 'OO', 5456, 'N920SW', 'RDM', 'SFO', 608, 559.0, -9.0, 14.0, 613.0, 102.0, 88.0, 68.0, 462, 721.0, 6.0, 750, 727.0, -23.0, 0, 0, None, None, None, None, None, None), (425, 2015, 1, 1, 4, 'HA', 205, 'N484HA', 'OGG', 'HNL', 609, 601.0, -8.0, 8.0, 609.0, 32.0, 36.0, 23.0, 100, 632.0, 5.0, 641, 637.0, -4.0, 0, 0, None, None, None, None, None, None), (426, 2015, 1, 1, 4, 'OO', 4494, 'N431SW', 'SJC', 'SLC', 609, 559.0, -10.0, 31.0, 630.0, 122.0, 144.0, 106.0, 584, 916.0, 7.0, 911, 923.0, 12.0, 0, 0, None, None, None, None, None, None), (427, 2015, 1, 1, 4, 'OO', 5370, 'N979SW', 'ORD', 'MBS', 610, 607.0, -3.0, 13.0, 620.0, 66.0, 56.0, 37.0, 222, 757.0, 6.0, 816, 803.0, -13.0, 0, 0, None, None, None, None, None, None), (428, 2015, 1, 1, 4, 'US', 1709, 'N677AW', 'EWR', 'CLT', 610, 616.0, 6.0, 29.0, 645.0, 121.0, 130.0, 95.0, 529, 820.0, 6.0, 811, 826.0, 15.0, 0, 0, None, 9.0, 0.0, 6.0, 0.0, 0.0), (429, 2015, 1, 1, 4, 'WN', 828, 'N8303R', 'PHX', 'BWI', 610, 610.0, 0.0, 12.0, 622.0, 250.0, 226.0, 210.0, 1999, 1152.0, 4.0, 1220, 1156.0, -24.0, 0, 0, None, None, None, None, None, None), (430, 2015, 1, 1, 4, 'UA', 1632, 'N37464', 'SEA', 'IAD', 610, 605.0, -5.0, 13.0, 618.0, 294.0, 270.0, 252.0, 2306, 1330.0, 5.0, 1404, 1335.0, -29.0, 0, 0, None, None, None, None, None, None), (431, 2015, 1, 1, 4, 'UA', 1725, 'N72405', 'LAS', 'SFO', 610, 606.0, -4.0, 13.0, 619.0, 96.0, 80.0, 62.0, 414, 721.0, 5.0, 746, 726.0, -20.0, 0, 0, None, None, None, None, None, None), (432, 2015, 1, 1, 4, 'AA', 168, 'N5BSAA', 'DFW', 'MIA', 610, 603.0, -7.0, 10.0, 613.0, 163.0, 152.0, 129.0, 1121, 922.0, 13.0, 953, 935.0, -18.0, 0, 0, None, None, None, None, None, None), (433, 2015, 1, 1, 4, 'AA', 1315, 'N424AA', 'BNA', 'DFW', 610, None, None, None, None, 135.0, None, None, 631, None, None, 825, None, None, 0, 1, 'B', None, None, None, None, None), (434, 2015, 1, 1, 4, 'AA', 1336, 'N3LCAA', 'PHX', 'DFW', 610, 603.0, -7.0, 18.0, 621.0, 135.0, 136.0, 108.0, 868, 909.0, 10.0, 925, 919.0, -6.0, 0, 0, None, None, None, None, None, None), (435, 2015, 1, 1, 4, 'AA', 1619, 'N3AMAA', 'BOS', 'MIA', 610, 605.0, -5.0, 13.0, 618.0, 216.0, 204.0, 179.0, 1258, 917.0, 12.0, 946, 929.0, -17.0, 0, 0, None, None, None, None, None, None), (436, 2015, 1, 1, 4, 'AA', 1686, 'N4XXAA', 'LAX', 'STL', 610, 609.0, -1.0, 19.0, 628.0, 215.0, 205.0, 183.0, 1592, 1131.0, 3.0, 1145, 1134.0, -11.0, 0, 0, None, None, None, None, None, None), (437, 2015, 1, 1, 4, 'AS', 345, 'N469AS', 'OAK', 'SEA', 610, 608.0, -2.0, 13.0, 621.0, 119.0, 113.0, 95.0, 671, 756.0, 5.0, 809, 801.0, -8.0, 0, 0, None, None, None, None, None, None), (438, 2015, 1, 1, 4, 'AS', 454, 'N442AS', 'SEA', 'LAX', 610, 611.0, 1.0, 19.0, 630.0, 155.0, 150.0, 122.0, 954, 832.0, 9.0, 845, 841.0, -4.0, 0, 0, None, None, None, None, None, None), (439, 2015, 1, 1, 4, 'B6', 57, 'N348JB', 'BOS', 'IAD', 610, 603.0, -7.0, 18.0, 621.0, 111.0, 94.0, 73.0, 413, 734.0, 3.0, 801, 737.0, -24.0, 0, 0, None, None, None, None, None, None), (440, 2015, 1, 1, 4, 'B6', 24, 'N923JB', 'LAX', 'JFK', 610, 620.0, 10.0, 10.0, 630.0, 314.0, 293.0, 279.0, 2475, 1409.0, 4.0, 1424, 1413.0, -11.0, 0, 0, None, None, None, None, None, None), (441, 2015, 1, 1, 4, 'B6', 1279, 'N355JB', 'DCA', 'FLL', 610, 603.0, -7.0, 16.0, 619.0, 155.0, 148.0, 126.0, 899, 825.0, 6.0, 845, 831.0, -14.0, 0, 0, None, None, None, None, None, None), (442, 2015, 1, 1, 4, 'B6', 1836, 'N281JB', 'DTW', 'BOS', 610, 603.0, -7.0, 12.0, 615.0, 118.0, 90.0, 74.0, 632, 729.0, 4.0, 808, 733.0, -35.0, 0, 0, None, None, None, None, None, None), (443, 2015, 1, 1, 4, 'AA', 1361, 'N3KYAA', 'BNA', 'LAX', 610, 607.0, -3.0, 10.0, 617.0, 285.0, 280.0, 255.0, 1797, 832.0, 15.0, 855, 847.0, -8.0, 0, 0, None, None, None, None, None, None), (444, 2015, 1, 1, 4, 'DL', 327, 'N692DL', 'PHL', 'ATL', 610, 608.0, -2.0, 16.0, 624.0, 155.0, 126.0, 103.0, 666, 807.0, 7.0, 845, 814.0, -31.0, 0, 0, None, None, None, None, None, None), (445, 2015, 1, 1, 4, 'DL', 1492, 'N819DN', 'PHX', 'MSP', 610, 756.0, 106.0, 20.0, 816.0, 186.0, 173.0, 145.0, 1276, 1141.0, 8.0, 1016, 1149.0, 93.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 93.0), (446, 2015, 1, 1, 4, 'B6', 1554, 'N760JB', 'SJU', 'FLL', 610, 625.0, 15.0, 13.0, 638.0, 163.0, 167.0, 147.0, 1046, 805.0, 7.0, 753, 812.0, 19.0, 0, 0, None, 4.0, 0.0, 15.0, 0.0, 0.0), (447, 2015, 1, 1, 4, 'EV', 4556, 'N41104', 'VPS', 'IAH', 610, 607.0, -3.0, 11.0, 618.0, 119.0, 119.0, 99.0, 528, 757.0, 9.0, 809, 806.0, -3.0, 0, 0, None, None, None, None, None, None), (448, 2015, 1, 1, 4, 'EV', 6071, 'N14186', 'GUC', 'DEN', 610, 617.0, 7.0, 19.0, 636.0, 59.0, 64.0, 34.0, 152, 710.0, 11.0, 709, 721.0, 12.0, 0, 0, None, None, None, None, None, None), (449, 2015, 1, 1, 4, 'F9', 1252, 'N910FR', 'MIA', 'LGA', 610, 648.0, 38.0, 16.0, 704.0, 175.0, 177.0, 147.0, 1096, 931.0, 14.0, 905, 945.0, 40.0, 0, 0, None, 26.0, 0.0, 14.0, 0.0, 0.0), (450, 2015, 1, 1, 4, 'MQ', 3323, 'N613MQ', 'RIC', 'MIA', 610, 609.0, -1.0, 19.0, 628.0, 161.0, 147.0, 123.0, 825, 831.0, 5.0, 851, 836.0, -15.0, 0, 0, None, None, None, None, None, None), (451, 2015, 1, 1, 4, 'MQ', 3601, 'N530MQ', 'DTW', 'LGA', 610, 603.0, -7.0, 12.0, 615.0, 105.0, 87.0, 68.0, 502, 723.0, 7.0, 755, 730.0, -25.0, 0, 0, None, None, None, None, None, None), (452, 2015, 1, 1, 4, 'MQ', 3551, 'N663MQ', 'ORF', 'MIA', 610, 605.0, -5.0, 25.0, 630.0, 156.0, 157.0, 128.0, 802, 838.0, 4.0, 846, 842.0, -4.0, 0, 0, None, None, None, None, None, None), (453, 2015, 1, 1, 4, 'OO', 5572, 'N970SW', 'MOT', 'DEN', 610, 600.0, -10.0, 20.0, 620.0, 133.0, 114.0, 84.0, 604, 644.0, 10.0, 723, 654.0, -29.0, 0, 0, None, None, None, None, None, None), (454, 2015, 1, 1, 4, 'AA', 1312, 'N021AA', 'STL', 'MIA', 611, 603.0, -8.0, 13.0, 616.0, 169.0, 149.0, 127.0, 1068, 923.0, 9.0, 1000, 932.0, -28.0, 0, 0, None, None, None, None, None, None), (455, 2015, 1, 1, 4, 'B6', 269, 'N834JB', 'BOS', 'FLL', 611, 607.0, -4.0, 17.0, 624.0, 213.0, 197.0, 174.0, 1237, 918.0, 6.0, 944, 924.0, -20.0, 0, 0, None, None, None, None, None, None), (456, 2015, 1, 1, 4, 'EV', 4506, 'N12552', 'MLU', 'IAH', 612, 641.0, 29.0, 3.0, 644.0, 73.0, 72.0, 58.0, 262, 742.0, 11.0, 725, 753.0, 28.0, 0, 0, None, 28.0, 0.0, 0.0, 0.0, 0.0), (457, 2015, 1, 1, 4, 'OO', 5337, 'N961SW', 'MAF', 'DEN', 612, None, None, None, None, 116.0, None, None, 563, None, None, 708, None, None, 0, 1, 'B', None, None, None, None, None), (458, 2015, 1, 1, 4, 'NK', 562, 'N510NK', 'LAX', 'LAS', 613, 608.0, -5.0, 14.0, 622.0, 68.0, 64.0, 44.0, 236, 706.0, 6.0, 721, 712.0, -9.0, 0, 0, None, None, None, None, None, None), (459, 2015, 1, 1, 4, 'UA', 416, 'N496UA', 'PDX', 'ORD', 614, 612.0, -2.0, 10.0, 622.0, 235.0, 224.0, 207.0, 1739, 1149.0, 7.0, 1209, 1156.0, -13.0, 0, 0, None, None, None, None, None, None), (460, 2015, 1, 1, 4, 'B6', 1403, 'N763JB', 'JFK', 'SJU', 614, 612.0, -2.0, 15.0, 627.0, 223.0, 202.0, 182.0, 1598, 1029.0, 5.0, 1057, 1034.0, -23.0, 0, 0, None, None, None, None, None, None), (461, 2015, 1, 1, 4, 'HA', 107, 'N476HA', 'KOA', 'HNL', 614, 620.0, 6.0, 11.0, 631.0, 42.0, 47.0, 30.0, 163, 701.0, 6.0, 656, 707.0, 11.0, 0, 0, None, None, None, None, None, None), (462, 2015, 1, 1, 4, 'OO', 4681, 'N783CA', 'EUG', 'SLC', 614, 607.0, -7.0, 18.0, 625.0, 115.0, 112.0, 90.0, 618, 855.0, 4.0, 909, 859.0, -10.0, 0, 0, None, None, None, None, None, None), (463, 2015, 1, 1, 4, 'US', 1754, 'N815AW', 'RNO', 'PHX', 615, 605.0, -10.0, 24.0, 629.0, 107.0, 112.0, 84.0, 601, 853.0, 4.0, 902, 857.0, -5.0, 0, 0, None, None, None, None, None, None), (464, 2015, 1, 1, 4, 'US', 1789, 'N543UW', 'PHX', 'CLT', 615, 629.0, 14.0, 12.0, 641.0, 228.0, 207.0, 183.0, 1773, 1144.0, 12.0, 1203, 1156.0, -7.0, 0, 0, None, None, None, None, None, None), (465, 2015, 1, 1, 4, 'WN', 1966, 'N466WN', 'CMH', 'ATL', 615, 831.0, 136.0, 13.0, 844.0, 110.0, 90.0, 65.0, 447, 949.0, 12.0, 805, 1001.0, 116.0, 0, 0, None, 0.0, 0.0, 116.0, 0.0, 0.0), (466, 2015, 1, 1, 4, 'WN', 2351, 'N7728D', 'HOU', 'ATL', 615, 612.0, -3.0, 7.0, 619.0, 110.0, 106.0, 91.0, 696, 850.0, 8.0, 905, 858.0, -7.0, 0, 0, None, None, None, None, None, None), (467, 2015, 1, 1, 4, 'WN', 137, 'N621SW', 'HOU', 'PHX', 615, 613.0, -2.0, 9.0, 622.0, 175.0, 173.0, 160.0, 1020, 802.0, 4.0, 810, 806.0, -4.0, 0, 0, None, None, None, None, None, None), (468, 2015, 1, 1, 4, 'AA', 1125, 'N3KCAA', 'DTW', 'DFW', 615, None, None, None, None, 185.0, None, None, 986, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (469, 2015, 1, 1, 4, 'AA', 1165, 'N3ACAA', 'BOS', 'JFK', 615, 613.0, -2.0, 16.0, 629.0, 75.0, 64.0, 44.0, 187, 713.0, 4.0, 730, 717.0, -13.0, 0, 0, None, None, None, None, None, None), (470, 2015, 1, 1, 4, 'AA', 1581, 'N3KGAA', 'DFW', 'DCA', 615, None, None, None, None, 164.0, None, None, 1192, None, None, 959, None, None, 0, 1, 'B', None, None, None, None, None), (471, 2015, 1, 1, 4, 'AA', 2253, 'N437AA', 'MSP', 'DFW', 615, 618.0, 3.0, 19.0, 637.0, 165.0, 156.0, 128.0, 852, 845.0, 9.0, 900, 854.0, -6.0, 0, 0, None, None, None, None, None, None), (472, 2015, 1, 1, 4, 'AS', 504, 'N627AS', 'SEA', 'SNA', 615, 609.0, -6.0, 22.0, 631.0, 155.0, 156.0, 129.0, 978, 840.0, 5.0, 850, 845.0, -5.0, 0, 0, None, None, None, None, None, None), (473, 2015, 1, 1, 4, 'B6', 99, 'N274JB', 'BDL', 'DCA', 615, 607.0, -8.0, 13.0, 620.0, 100.0, 85.0, 67.0, 313, 727.0, 5.0, 755, 732.0, -23.0, 0, 0, None, None, None, None, None, None), (474, 2015, 1, 1, 4, 'B6', 962, 'N709JB', 'SJU', 'BOS', 615, 731.0, 76.0, 12.0, 743.0, 247.0, 261.0, 244.0, 1674, 1047.0, 5.0, 922, 1052.0, 90.0, 0, 0, None, 14.0, 0.0, 76.0, 0.0, 0.0), (475, 2015, 1, 1, 4, 'B6', 2006, 'N566JB', 'FLL', 'EWR', 615, 615.0, 0.0, 20.0, 635.0, 165.0, 173.0, 148.0, 1065, 903.0, 5.0, 900, 908.0, 8.0, 0, 0, None, None, None, None, None, None), (476, 2015, 1, 1, 4, 'DL', 828, 'N910AT', 'MOB', 'ATL', 615, 613.0, -2.0, 8.0, 621.0, 68.0, 57.0, 43.0, 302, 804.0, 6.0, 823, 810.0, -13.0, 0, 0, None, None, None, None, None, None), (477, 2015, 1, 1, 4, 'DL', 978, 'N693DL', 'SAN', 'SLC', 615, 611.0, -4.0, 20.0, 631.0, 121.0, 115.0, 89.0, 626, 900.0, 6.0, 916, 906.0, -10.0, 0, 0, None, None, None, None, None, None), (478, 2015, 1, 1, 4, 'DL', 985, 'N352NW', 'LAS', 'SLC', 615, 609.0, -6.0, 13.0, 622.0, 86.0, 79.0, 60.0, 368, 822.0, 6.0, 841, 828.0, -13.0, 0, 0, None, None, None, None, None, None), (479, 2015, 1, 1, 4, 'DL', 1275, 'N920DN', 'DCA', 'DTW', 615, 609.0, -6.0, 25.0, 634.0, 100.0, 109.0, 73.0, 405, 747.0, 11.0, 755, 758.0, 3.0, 0, 0, None, None, None, None, None, None), (480, 2015, 1, 1, 4, 'DL', 2384, 'N361NB', 'SMF', 'SLC', 615, 608.0, -7.0, 36.0, 644.0, 98.0, 121.0, 80.0, 532, 904.0, 5.0, 853, 909.0, 16.0, 0, 0, None, 16.0, 0.0, 0.0, 0.0, 0.0), (481, 2015, 1, 1, 4, 'DL', 1610, 'N385DN', 'DEN', 'DTW', 615, 613.0, -2.0, 15.0, 628.0, 184.0, 142.0, 121.0, 1123, 1029.0, 6.0, 1119, 1035.0, -44.0, 0, 0, None, None, None, None, None, None), (482, 2015, 1, 1, 4, 'DL', 1866, 'N827DN', 'SFO', 'ATL', 615, 616.0, 1.0, 11.0, 627.0, 270.0, 266.0, 251.0, 2139, 1338.0, 4.0, 1345, 1342.0, -3.0, 0, 0, None, None, None, None, None, None), (483, 2015, 1, 1, 4, 'DL', 1919, 'N321NB', 'LGA', 'MSP', 615, 611.0, -4.0, 13.0, 624.0, 189.0, 189.0, 172.0, 1020, 816.0, 4.0, 824, 820.0, -4.0, 0, 0, None, None, None, None, None, None), (484, 2015, 1, 1, 4, 'EV', 2522, 'N879AS', 'LAW', 'DFW', 615, 1219.0, 364.0, 27.0, 1246.0, 55.0, 67.0, 30.0, 140, 1316.0, 10.0, 710, 1326.0, 376.0, 0, 0, None, 12.0, 0.0, 364.0, 0.0, 0.0), (485, 2015, 1, 1, 4, 'EV', 2512, 'N901EV', 'BRO', 'DFW', 615, 604.0, -11.0, 9.0, 613.0, 95.0, 82.0, 68.0, 482, 721.0, 5.0, 750, 726.0, -24.0, 0, 0, None, None, None, None, None, None), (486, 2015, 1, 1, 4, 'EV', 2572, 'N876AS', 'PIB', 'MEI', 615, 607.0, -8.0, 24.0, 631.0, 45.0, 42.0, 15.0, 69, 646.0, 3.0, 700, 649.0, -11.0, 0, 0, None, None, None, None, None, None), (487, 2015, 1, 1, 4, 'EV', 4531, 'N14204', 'CHS', 'IAH', 615, 623.0, 8.0, 27.0, 650.0, 172.0, 200.0, 163.0, 925, 833.0, 10.0, 807, 843.0, 36.0, 0, 0, None, 28.0, 0.0, 8.0, 0.0, 0.0), (488, 2015, 1, 1, 4, 'EV', 4655, 'N13202', 'MEM', 'IAH', 615, 621.0, 6.0, 13.0, 634.0, 110.0, 113.0, 88.0, 468, 802.0, 12.0, 805, 814.0, 9.0, 0, 0, None, None, None, None, None, None), (489, 2015, 1, 1, 4, 'EV', 5123, 'N847AS', 'MGM', 'ATL', 615, 609.0, -6.0, 13.0, 622.0, 51.0, 45.0, 27.0, 147, 749.0, 5.0, 806, 754.0, -12.0, 0, 0, None, None, None, None, None, None), (490, 2015, 1, 1, 4, 'F9', 582, 'N221FR', 'SLC', 'DEN', 615, 617.0, 2.0, 33.0, 650.0, 92.0, 104.0, 64.0, 391, 754.0, 7.0, 747, 801.0, 14.0, 0, 0, None, None, None, None, None, None), (491, 2015, 1, 1, 4, 'F9', 439, 'N931FR', 'OMA', 'DEN', 615, 609.0, -6.0, 19.0, 628.0, 105.0, 99.0, 73.0, 472, 641.0, 7.0, 700, 648.0, -12.0, 0, 0, None, None, None, None, None, None), (492, 2015, 1, 1, 4, 'MQ', 2958, 'N657MQ', 'FAR', 'DFW', 615, None, None, None, None, 180.0, None, None, 968, None, None, 915, None, None, 0, 1, 'B', None, None, None, None, None), (493, 2015, 1, 1, 4, 'MQ', 3432, 'N546MQ', 'DCA', 'JFK', 615, 859.0, 164.0, 10.0, 909.0, 63.0, 60.0, 41.0, 213, 950.0, 9.0, 718, 959.0, 161.0, 0, 0, None, 0.0, 46.0, 115.0, 0.0, 0.0), (494, 2015, 1, 1, 4, 'MQ', 3613, 'N932MQ', 'MSN', 'DFW', 615, None, None, None, None, 160.0, None, None, 821, None, None, 855, None, None, 0, 1, 'B', None, None, None, None, None), (495, 2015, 1, 1, 4, 'MQ', 3568, 'N528MQ', 'CMH', 'LGA', 615, 610.0, -5.0, 11.0, 621.0, 95.0, 80.0, 63.0, 479, 724.0, 6.0, 750, 730.0, -20.0, 0, 0, None, None, None, None, None, None), (496, 2015, 1, 1, 4, 'OO', 5348, 'N562SW', 'SBP', 'LAX', 615, 613.0, -2.0, 21.0, 634.0, 71.0, 64.0, 37.0, 156, 711.0, 6.0, 726, 717.0, -9.0, 0, 0, None, None, None, None, None, None), (497, 2015, 1, 1, 4, 'OO', 5256, 'N789SK', 'COS', 'IAH', 615, 614.0, -1.0, 32.0, 646.0, 139.0, 153.0, 116.0, 809, 942.0, 5.0, 934, 947.0, 13.0, 0, 0, None, None, None, None, None, None), (498, 2015, 1, 1, 4, 'OO', 4747, 'N810SK', 'OAK', 'SLC', 615, 612.0, -3.0, 10.0, 622.0, 110.0, 112.0, 95.0, 588, 857.0, 7.0, 905, 904.0, -1.0, 0, 0, None, None, None, None, None, None), (499, 2015, 1, 1, 4, 'OO', 5464, 'N296SW', 'LAR', 'DEN', 615, 611.0, -4.0, 30.0, 641.0, 53.0, 68.0, 28.0, 113, 709.0, 10.0, 708, 719.0, 11.0, 0, 0, None, None, None, None, None, None), (500, 2015, 1, 1, 4, 'OO', 5608, 'N930SW', 'SAN', 'LAX', 615, 614.0, -1.0, 16.0, 630.0, 52.0, 48.0, 25.0, 109, 655.0, 7.0, 707, 702.0, -5.0, 0, 0, None, None, None, None, None, None), (501, 2015, 1, 1, 4, 'OO', 5636, 'N237SW', 'BFL', 'SFO', 615, 608.0, -7.0, 30.0, 638.0, 95.0, 92.0, 59.0, 238, 737.0, 3.0, 750, 740.0, -10.0, 0, 0, None, None, None, None, None, None), (502, 2015, 1, 1, 4, 'OO', 6571, 'N886AS', 'DRO', 'PHX', 615, 631.0, 16.0, 61.0, 732.0, 84.0, 124.0, 57.0, 351, 829.0, 6.0, 739, 835.0, 56.0, 0, 0, None, 40.0, 0.0, 0.0, 0.0, 16.0), (503, 2015, 1, 1, 4, 'OO', 6573, 'N468CA', 'MRY', 'PHX', 615, 610.0, -5.0, 8.0, 618.0, 106.0, 96.0, 79.0, 598, 837.0, 9.0, 901, 846.0, -15.0, 0, 0, None, None, None, None, None, None), (504, 2015, 1, 1, 4, 'OO', 6616, 'N897SK', 'FAT', 'PHX', 615, 614.0, -1.0, 28.0, 642.0, 100.0, 111.0, 78.0, 493, 900.0, 5.0, 855, 905.0, 10.0, 0, 0, None, None, None, None, None, None), (505, 2015, 1, 1, 4, 'NK', 612, 'N635NK', 'MSP', 'ORD', 616, 618.0, 2.0, 10.0, 628.0, 89.0, 68.0, 49.0, 334, 717.0, 9.0, 745, 726.0, -19.0, 0, 0, None, None, None, None, None, None), (506, 2015, 1, 1, 4, 'NK', 940, 'N508NK', 'DFW', 'ORD', 616, 619.0, 3.0, 12.0, 631.0, 139.0, 119.0, 96.0, 802, 807.0, 11.0, 835, 818.0, -17.0, 0, 0, None, None, None, None, None, None), (507, 2015, 1, 1, 4, 'OO', 6368, 'N874AS', 'BIS', 'DEN', 617, 613.0, -4.0, 18.0, 631.0, 120.0, 115.0, 77.0, 516, 648.0, 20.0, 717, 708.0, -9.0, 0, 0, None, None, None, None, None, None), (508, 2015, 1, 1, 4, 'HA', 101, 'N492HA', 'ITO', 'HNL', 618, 617.0, -1.0, 7.0, 624.0, 49.0, 51.0, 39.0, 216, 703.0, 5.0, 707, 708.0, 1.0, 0, 0, None, None, None, None, None, None), (509, 2015, 1, 1, 4, 'B6', 762, 'N775JB', 'PBI', 'LGA', 619, 631.0, 12.0, 11.0, 642.0, 158.0, 157.0, 141.0, 1035, 903.0, 5.0, 857, 908.0, 11.0, 0, 0, None, None, None, None, None, None), (510, 2015, 1, 1, 4, 'OO', 5249, 'N118SY', 'SAT', 'ORD', 619, 648.0, 29.0, 8.0, 656.0, 172.0, 140.0, 121.0, 1041, 857.0, 11.0, 911, 908.0, -3.0, 0, 0, None, None, None, None, None, None), (511, 2015, 1, 1, 4, 'UA', 207, 'N446UA', 'FLL', 'IAH', 620, 614.0, -6.0, 17.0, 631.0, 171.0, 172.0, 150.0, 965, 801.0, 5.0, 811, 806.0, -5.0, 0, 0, None, None, None, None, None, None), (512, 2015, 1, 1, 4, 'US', 1931, 'N833AW', 'BUF', 'CLT', 620, 625.0, 5.0, 21.0, 646.0, 119.0, 118.0, 89.0, 546, 815.0, 8.0, 819, 823.0, 4.0, 0, 0, None, None, None, None, None, None), (513, 2015, 1, 1, 4, 'UA', 732, 'N824UA', 'SEA', 'ORD', 620, 613.0, -7.0, 13.0, 626.0, 236.0, 215.0, 195.0, 1721, 1141.0, 7.0, 1216, 1148.0, -28.0, 0, 0, None, None, None, None, None, None), (514, 2015, 1, 1, 4, 'WN', 698, 'N422WN', 'CMH', 'FLL', 620, 623.0, 3.0, 20.0, 643.0, 170.0, 158.0, 135.0, 973, 858.0, 3.0, 910, 901.0, -9.0, 0, 0, None, None, None, None, None, None), (515, 2015, 1, 1, 4, 'WN', 799, 'N7736A', 'LAS', 'HOU', 620, 618.0, -2.0, 11.0, 629.0, 170.0, 170.0, 155.0, 1235, 1104.0, 4.0, 1110, 1108.0, -2.0, 0, 0, None, None, None, None, None, None), (516, 2015, 1, 1, 4, 'WN', 687, 'N789SW', 'PVD', 'MCO', 620, 631.0, 11.0, 7.0, 638.0, 190.0, 175.0, 161.0, 1072, 919.0, 7.0, 930, 926.0, -4.0, 0, 0, None, None, None, None, None, None), (517, 2015, 1, 1, 4, 'WN', 823, 'N7707C', 'SAN', 'BWI', 620, 620.0, 0.0, 18.0, 638.0, 295.0, 272.0, 248.0, 2295, 1346.0, 6.0, 1415, 1352.0, -23.0, 0, 0, None, None, None, None, None, None), (518, 2015, 1, 1, 4, 'WN', 603, 'N461WN', 'SAN', 'MDW', 620, 617.0, -3.0, 17.0, 634.0, 250.0, 224.0, 200.0, 1728, 1154.0, 7.0, 1230, 1201.0, -29.0, 0, 0, None, None, None, None, None, None), (519, 2015, 1, 1, 4, 'WN', 885, 'N276WN', 'SMF', 'PHX', 620, 615.0, -5.0, 19.0, 634.0, 120.0, 115.0, 89.0, 647, 903.0, 7.0, 920, 910.0, -10.0, 0, 0, None, None, None, None, None, None), (520, 2015, 1, 1, 4, 'UA', 1192, 'N69804', 'SAN', 'DEN', 620, 618.0, -2.0, 18.0, 636.0, 145.0, 138.0, 110.0, 853, 926.0, 10.0, 945, 936.0, -9.0, 0, 0, None, None, None, None, None, None), (521, 2015, 1, 1, 4, 'UA', 1568, 'N24212', 'SAN', 'EWR', 620, 615.0, -5.0, 18.0, 633.0, 320.0, 283.0, 253.0, 2425, 1346.0, 12.0, 1440, 1358.0, -42.0, 0, 0, None, None, None, None, None, None), (522, 2015, 1, 1, 4, 'US', 460, 'N640AW', 'SJC', 'PHX', 620, 614.0, -6.0, 20.0, 634.0, 113.0, 110.0, 85.0, 621, 859.0, 5.0, 913, 904.0, -9.0, 0, 0, None, None, None, None, None, None), (523, 2015, 1, 1, 4, 'AA', 269, 'N557AA', 'SJC', 'DFW', 620, None, None, None, None, 215.0, None, None, 1438, None, None, 1155, None, None, 0, 1, 'B', None, None, None, None, None), (524, 2015, 1, 1, 4, 'AA', 1186, 'N5CPAA', 'DFW', 'BOS', 620, 614.0, -6.0, 36.0, 650.0, 205.0, 206.0, 165.0, 1562, 1035.0, 5.0, 1045, 1040.0, -5.0, 0, 0, None, None, None, None, None, None), (525, 2015, 1, 1, 4, 'AA', 1390, 'N496AA', 'SAN', 'DFW', 620, 612.0, -8.0, 27.0, 639.0, 185.0, 169.0, 138.0, 1171, 1057.0, 4.0, 1125, 1101.0, -24.0, 0, 0, None, None, None, None, None, None), (526, 2015, 1, 1, 4, 'AA', 2420, 'N3ERAA', 'LAX', 'DFW', 620, 619.0, -1.0, 15.0, 634.0, 180.0, 180.0, 149.0, 1235, 1103.0, 16.0, 1120, 1119.0, -1.0, 0, 0, None, None, None, None, None, None), (527, 2015, 1, 1, 4, 'AS', 545, 'N519AS', 'ONT', 'SEA', 620, 613.0, -7.0, 12.0, 625.0, 160.0, 157.0, 135.0, 956, 840.0, 10.0, 900, 850.0, -10.0, 0, 0, None, None, None, None, None, None), (528, 2015, 1, 1, 4, 'AA', 955, 'N3AAAA', 'RDU', 'MIA', 620, 612.0, -8.0, 48.0, 700.0, 130.0, 148.0, 96.0, 700, 836.0, 4.0, 830, 840.0, 10.0, 0, 0, None, None, None, None, None, None), (529, 2015, 1, 1, 4, 'DL', 2129, 'N911DA', 'ROC', 'ATL', 620, 623.0, 3.0, 25.0, 648.0, 151.0, 138.0, 108.0, 749, 836.0, 5.0, 851, 841.0, -10.0, 0, 0, None, None, None, None, None, None), (530, 2015, 1, 1, 4, 'DL', 1518, 'N591NW', 'MCO', 'ATL', 620, 613.0, -7.0, 22.0, 635.0, 91.0, 89.0, 61.0, 404, 736.0, 6.0, 751, 742.0, -9.0, 0, 0, None, None, None, None, None, None), (531, 2015, 1, 1, 4, 'DL', 1588, 'N327NB', 'DCA', 'MSP', 620, 619.0, -1.0, 13.0, 632.0, 165.0, 172.0, 155.0, 931, 807.0, 4.0, 805, 811.0, 6.0, 0, 0, None, None, None, None, None, None), (532, 2015, 1, 1, 4, 'EV', 4468, 'N14125', 'CAE', 'IAH', 620, 621.0, 1.0, 25.0, 646.0, 161.0, 184.0, 154.0, 878, 820.0, 5.0, 801, 825.0, 24.0, 0, 0, None, 23.0, 0.0, 1.0, 0.0, 0.0), (533, 2015, 1, 1, 4, 'EV', 5534, 'N695CA', 'BTR', 'ATL', 620, 620.0, 0.0, 10.0, 630.0, 88.0, 74.0, 59.0, 448, 829.0, 5.0, 848, 834.0, -14.0, 0, 0, None, None, None, None, None, None), (534, 2015, 1, 1, 4, 'F9', 1338, 'N906FR', 'IAD', 'MSP', 620, 609.0, -11.0, 12.0, 621.0, 165.0, 161.0, 142.0, 908, 743.0, 7.0, 805, 750.0, -15.0, 0, 0, None, None, None, None, None, None), (535, 2015, 1, 1, 4, 'MQ', 3205, 'N680MQ', 'SAV', 'DFW', 620, None, None, None, None, 185.0, None, None, 925, None, None, 825, None, None, 0, 1, 'B', None, None, None, None, None), (536, 2015, 1, 1, 4, 'MQ', 3173, 'N614MQ', 'GRI', 'DFW', 620, None, None, None, None, 120.0, None, None, 561, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (537, 2015, 1, 1, 4, 'NK', 470, 'N534NK', 'PDX', 'SAN', 620, 616.0, -4.0, 12.0, 628.0, 140.0, 132.0, 115.0, 933, 823.0, 5.0, 840, 828.0, -12.0, 0, 0, None, None, None, None, None, None), (538, 2015, 1, 1, 4, 'NK', 742, 'N632NK', 'DFW', 'MSP', 620, 625.0, 5.0, 15.0, 640.0, 139.0, 129.0, 111.0, 852, 831.0, 3.0, 839, 834.0, -5.0, 0, 0, None, None, None, None, None, None), (539, 2015, 1, 1, 4, 'OO', 4762, 'N935SW', 'PSP', 'SLC', 620, 630.0, 10.0, 16.0, 646.0, 106.0, 105.0, 84.0, 541, 910.0, 5.0, 906, 915.0, 9.0, 0, 0, None, None, None, None, None, None), (540, 2015, 1, 1, 4, 'OO', 4716, 'N8903A', 'ISN', 'MSP', 620, 617.0, -3.0, 33.0, 650.0, 117.0, 113.0, 74.0, 546, 804.0, 6.0, 817, 810.0, -7.0, 0, 0, None, None, None, None, None, None), (541, 2015, 1, 1, 4, 'OO', 5616, 'N961SW', 'HLN', 'DEN', 620, 620.0, 0.0, 28.0, 648.0, 118.0, 121.0, 79.0, 594, 807.0, 14.0, 818, 821.0, 3.0, 0, 0, None, None, None, None, None, None), (542, 2015, 1, 1, 4, 'UA', 1026, 'N39423', 'MCO', 'IAH', 621, 637.0, 16.0, 13.0, 650.0, 153.0, 157.0, 137.0, 854, 807.0, 7.0, 754, 814.0, 20.0, 0, 0, None, 4.0, 0.0, 16.0, 0.0, 0.0), (543, 2015, 1, 1, 4, 'B6', 1481, 'N318JB', 'BOS', 'RIC', 621, 616.0, -5.0, 14.0, 630.0, 113.0, 107.0, 88.0, 474, 758.0, 5.0, 814, 803.0, -11.0, 0, 0, None, None, None, None, None, None), (544, 2015, 1, 1, 4, 'F9', 344, 'N932FR', 'BZN', 'DEN', 622, 613.0, -9.0, 10.0, 623.0, 93.0, 90.0, 70.0, 524, 733.0, 10.0, 755, 743.0, -12.0, 0, 0, None, None, None, None, None, None), (545, 2015, 1, 1, 4, 'OO', 4624, 'N822SK', 'FAT', 'SLC', 622, 620.0, -2.0, 35.0, 655.0, 108.0, 122.0, 83.0, 501, 918.0, 4.0, 910, 922.0, 12.0, 0, 0, None, None, None, None, None, None), (546, 2015, 1, 1, 4, 'OO', 6372, 'N742SK', 'FSD', 'DEN', 622, 626.0, 4.0, 21.0, 647.0, 110.0, 104.0, 73.0, 483, 700.0, 10.0, 712, 710.0, -2.0, 0, 0, None, None, None, None, None, None), (547, 2015, 1, 1, 4, 'NK', 200, 'N530NK', 'IAH', 'ORD', 623, 620.0, -3.0, 15.0, 635.0, 152.0, 140.0, 115.0, 925, 830.0, 10.0, 855, 840.0, -15.0, 0, 0, None, None, None, None, None, None), (548, 2015, 1, 1, 4, 'UA', 206, 'N487UA', 'EWR', 'IAH', 624, 623.0, -1.0, 11.0, 634.0, 239.0, 237.0, 222.0, 1400, 916.0, 4.0, 923, 920.0, -3.0, 0, 0, None, None, None, None, None, None), (549, 2015, 1, 1, 4, 'DL', 1515, 'N902DE', 'PIT', 'DTW', 624, 621.0, -3.0, 9.0, 630.0, 86.0, 58.0, 41.0, 201, 711.0, 8.0, 750, 719.0, -31.0, 0, 0, None, None, None, None, None, None), (550, 2015, 1, 1, 4, 'US', 1982, 'N152UW', 'FLL', 'CLT', 625, 616.0, -9.0, 11.0, 627.0, 117.0, 116.0, 95.0, 631, 802.0, 10.0, 822, 812.0, -10.0, 0, 0, None, None, None, None, None, None), (551, 2015, 1, 1, 4, 'UA', 525, 'N471UA', 'MIA', 'EWR', 625, 624.0, -1.0, 17.0, 641.0, 181.0, 185.0, 150.0, 1085, 911.0, 18.0, 926, 929.0, 3.0, 0, 0, None, None, None, None, None, None), (552, 2015, 1, 1, 4, 'WN', 871, 'N7814B', 'DEN', 'ATL', 625, 625.0, 0.0, 10.0, 635.0, 175.0, 156.0, 137.0, 1199, 1052.0, 9.0, 1120, 1101.0, -19.0, 0, 0, None, None, None, None, None, None), (553, 2015, 1, 1, 4, 'WN', 343, 'N8649A', 'MDW', 'PHX', 625, 625.0, 0.0, 22.0, 647.0, 240.0, 251.0, 224.0, 1444, 931.0, 5.0, 925, 936.0, 11.0, 0, 0, None, None, None, None, None, None), (554, 2015, 1, 1, 4, 'US', 598, 'N561UW', 'LAX', 'PHL', 625, 624.0, -1.0, 16.0, 640.0, 299.0, 283.0, 258.0, 2402, 1358.0, 9.0, 1424, 1407.0, -17.0, 0, 0, None, None, None, None, None, None), (555, 2015, 1, 1, 4, 'AA', 127, 'N3GHAA', 'IAD', 'DFW', 625, 622.0, -3.0, 14.0, 636.0, 210.0, 230.0, 200.0, 1172, 856.0, 16.0, 855, 912.0, 17.0, 0, 0, None, 17.0, 0.0, 0.0, 0.0, 0.0), (556, 2015, 1, 1, 4, 'AA', 387, 'N4XXAA', 'LAX', 'AUS', 625, None, None, None, None, 175.0, None, None, 1242, None, None, 1120, None, None, 0, 1, 'A', None, None, None, None, None), (557, 2015, 1, 1, 4, 'AA', 1079, 'N3KKAA', 'CLT', 'DFW', 625, 620.0, -5.0, 27.0, 647.0, 175.0, 187.0, 149.0, 936, 816.0, 11.0, 820, 827.0, 7.0, 0, 0, None, None, None, None, None, None), (558, 2015, 1, 1, 4, 'AA', 1207, 'N3DPAA', 'PHL', 'DFW', 625, 909.0, 164.0, 21.0, 930.0, 235.0, 238.0, 206.0, 1303, 1156.0, 11.0, 920, 1207.0, 167.0, 0, 0, None, 3.0, 0.0, 164.0, 0.0, 0.0), (559, 2015, 1, 1, 4, 'AA', 1343, 'N3GLAA', 'DFW', 'CLT', 625, 618.0, -7.0, 18.0, 636.0, 140.0, 129.0, 107.0, 936, 923.0, 4.0, 945, 927.0, -18.0, 0, 0, None, None, None, None, None, None), (560, 2015, 1, 1, 4, 'AA', 1635, 'N025AA', 'ATL', 'DFW', 625, None, None, None, None, 150.0, None, None, 731, None, None, 755, None, None, 0, 1, 'B', None, None, None, None, None), (561, 2015, 1, 1, 4, 'AA', 2379, 'N3KPAA', 'RDU', 'DFW', 625, 618.0, -7.0, 27.0, 645.0, 195.0, 207.0, 166.0, 1061, 831.0, 14.0, 840, 845.0, 5.0, 0, 0, None, None, None, None, None, None), (562, 2015, 1, 1, 4, 'AA', 2272, 'N514AA', 'SAT', 'DFW', 625, 619.0, -6.0, 9.0, 628.0, 70.0, 54.0, 40.0, 247, 708.0, 5.0, 735, 713.0, -22.0, 0, 0, None, None, None, None, None, None), (563, 2015, 1, 1, 4, 'AS', 124, 'N593AS', 'FAI', 'SEA', 625, 614.0, -11.0, 29.0, 643.0, 205.0, 220.0, 188.0, 1533, 1051.0, 3.0, 1050, 1054.0, 4.0, 0, 0, None, None, None, None, None, None), (564, 2015, 1, 1, 4, 'B6', 70, 'N228JB', 'FLL', 'BOS', 625, 624.0, -1.0, 13.0, 637.0, 180.0, 186.0, 169.0, 1237, 926.0, 4.0, 925, 930.0, 5.0, 0, 0, None, None, None, None, None, None), (565, 2015, 1, 1, 4, 'B6', 966, 'N580JB', 'RSW', 'BOS', 625, 628.0, 3.0, 9.0, 637.0, 178.0, 178.0, 163.0, 1249, 920.0, 6.0, 923, 926.0, 3.0, 0, 0, None, None, None, None, None, None), (566, 2015, 1, 1, 4, 'DL', 891, 'N924DN', 'MIA', 'ATL', 625, 621.0, -4.0, 16.0, 637.0, 120.0, 105.0, 84.0, 594, 801.0, 5.0, 825, 806.0, -19.0, 0, 0, None, None, None, None, None, None), (567, 2015, 1, 1, 4, 'DL', 2234, 'N970DL', 'BWI', 'MSP', 625, 709.0, 44.0, 10.0, 719.0, 171.0, 163.0, 149.0, 936, 848.0, 4.0, 816, 852.0, 36.0, 0, 0, None, 0.0, 0.0, 36.0, 0.0, 0.0), (568, 2015, 1, 1, 4, 'DL', 2480, 'N979AT', 'MDT', 'ATL', 625, 619.0, -6.0, 15.0, 634.0, 146.0, 117.0, 97.0, 620, 811.0, 5.0, 851, 816.0, -35.0, 0, 0, None, None, None, None, None, None), (569, 2015, 1, 1, 4, 'B6', 2180, 'N368JB', 'EWR', 'BOS', 625, 619.0, -6.0, 16.0, 635.0, 68.0, 63.0, 40.0, 200, 715.0, 7.0, 733, 722.0, -11.0, 0, 0, None, None, None, None, None, None), (570, 2015, 1, 1, 4, 'EV', 5221, 'N921EV', 'SCE', 'DTW', 625, 610.0, -15.0, 10.0, 620.0, 87.0, 77.0, 60.0, 301, 720.0, 7.0, 752, 727.0, -25.0, 0, 0, None, None, None, None, None, None), (571, 2015, 1, 1, 4, 'F9', 308, 'N935FR', 'GEG', 'DEN', 625, 618.0, -7.0, 18.0, 636.0, 132.0, 133.0, 108.0, 836, 924.0, 7.0, 937, 931.0, -6.0, 0, 0, None, None, None, None, None, None), (572, 2015, 1, 1, 4, 'MQ', 3609, 'N836MQ', 'LEX', 'DFW', 625, None, None, None, None, 160.0, None, None, 785, None, None, 805, None, None, 0, 1, 'B', None, None, None, None, None), (573, 2015, 1, 1, 4, 'MQ', 3634, 'N606MQ', 'VPS', 'DFW', 625, None, None, None, None, 135.0, None, None, 641, None, None, 840, None, None, 0, 1, 'B', None, None, None, None, None), (574, 2015, 1, 1, 4, 'NK', 969, 'N516NK', 'BWI', 'ORD', 625, 619.0, -6.0, 12.0, 631.0, 129.0, 139.0, 116.0, 622, 727.0, 11.0, 734, 738.0, 4.0, 0, 0, None, None, None, None, None, None), (575, 2015, 1, 1, 4, 'OO', 6557, 'N889AS', 'SBA', 'PHX', 625, 622.0, -3.0, 25.0, 647.0, 90.0, 105.0, 68.0, 455, 855.0, 12.0, 855, 907.0, 12.0, 0, 0, None, None, None, None, None, None), (576, 2015, 1, 1, 4, 'OO', 6564, 'N896SK', 'SBP', 'PHX', 625, 617.0, -8.0, 19.0, 636.0, 101.0, 98.0, 73.0, 509, 849.0, 6.0, 906, 855.0, -11.0, 0, 0, None, None, None, None, None, None), (577, 2015, 1, 1, 4, 'EV', 4418, 'N14153', 'PNS', 'IAH', 626, 620.0, -6.0, 10.0, 630.0, 106.0, 108.0, 89.0, 489, 759.0, 9.0, 812, 808.0, -4.0, 0, 0, None, None, None, None, None, None), (578, 2015, 1, 1, 4, 'OO', 6230, 'N727SK', 'COS', 'DEN', 626, 620.0, -6.0, 19.0, 639.0, 53.0, 50.0, 22.0, 73, 701.0, 9.0, 719, 710.0, -9.0, 0, 0, None, None, None, None, None, None), (579, 2015, 1, 1, 4, 'EV', 3272, 'N23139', 'CLE', 'ORD', 627, 623.0, -4.0, 15.0, 638.0, 87.0, 81.0, 60.0, 315, 638.0, 6.0, 654, 644.0, -10.0, 0, 0, None, None, None, None, None, None), (580, 2015, 1, 1, 4, 'HA', 104, 'N477HA', 'LIH', 'HNL', 628, 621.0, -7.0, 6.0, 627.0, 32.0, 30.0, 18.0, 102, 645.0, 6.0, 700, 651.0, -9.0, 0, 0, None, None, None, None, None, None), (581, 2015, 1, 1, 4, 'OO', 7396, 'N675BR', 'TWF', 'SLC', 628, 627.0, -1.0, 21.0, 648.0, 52.0, 54.0, 30.0, 175, 718.0, 3.0, 720, 721.0, 1.0, 0, 0, None, None, None, None, None, None), (582, 2015, 1, 1, 4, 'DL', 1592, 'N723TW', 'SAN', 'ATL', 629, 628.0, -1.0, 16.0, 644.0, 241.0, 223.0, 202.0, 1892, 1306.0, 5.0, 1330, 1311.0, -19.0, 0, 0, None, None, None, None, None, None), (583, 2015, 1, 1, 4, 'UA', 195, 'N69818', 'BDL', 'ORD', 630, 641.0, 11.0, 12.0, 653.0, 159.0, 153.0, 137.0, 783, 810.0, 4.0, 809, 814.0, 5.0, 0, 0, None, None, None, None, None, None), (584, 2015, 1, 1, 4, 'US', 649, 'N912UY', 'LAX', 'PHX', 630, 625.0, -5.0, 17.0, 642.0, 79.0, 88.0, 53.0, 370, 835.0, 18.0, 849, 853.0, 4.0, 0, 0, None, None, None, None, None, None), (585, 2015, 1, 1, 4, 'US', 674, 'N831AW', 'EWR', 'PHX', 630, 630.0, 0.0, 21.0, 651.0, 341.0, 363.0, 339.0, 2133, 1030.0, 3.0, 1011, 1033.0, 22.0, 0, 0, None, 22.0, 0.0, 0.0, 0.0, 0.0), (586, 2015, 1, 1, 4, 'US', 835, 'N293AY', 'PHL', 'CLT', 630, 630.0, 0.0, 13.0, 643.0, 104.0, 102.0, 81.0, 449, 804.0, 8.0, 814, 812.0, -2.0, 0, 0, None, None, None, None, None, None), (587, 2015, 1, 1, 4, 'UA', 572, 'N404UA', 'AUS', 'IAH', 630, 658.0, 28.0, 18.0, 716.0, 61.0, 53.0, 30.0, 140, 746.0, 5.0, 731, 751.0, 20.0, 0, 0, None, 0.0, 0.0, 20.0, 0.0, 0.0), (588, 2015, 1, 1, 4, 'UA', 577, 'N458UA', 'SFO', 'EWR', 630, 746.0, 76.0, 15.0, 801.0, 329.0, 308.0, 286.0, 2565, 1547.0, 7.0, 1459, 1554.0, 55.0, 0, 0, None, 0.0, 0.0, 55.0, 0.0, 0.0), (589, 2015, 1, 1, 4, 'OO', 5628, 'N507CA', 'RNO', 'SFO', 630, 619.0, -11.0, 33.0, 652.0, 73.0, 78.0, 41.0, 192, 733.0, 4.0, 743, 737.0, -6.0, 0, 0, None, None, None, None, None, None), (590, 2015, 1, 1, 4, 'WN', 4570, 'N8611F', 'SEA', 'MDW', 630, 634.0, 4.0, 10.0, 644.0, 240.0, 227.0, 212.0, 1733, 1216.0, 5.0, 1230, 1221.0, -9.0, 0, 0, None, None, None, None, None, None), (591, 2015, 1, 1, 4, 'WN', 660, 'N275WN', 'SJU', 'TPA', 630, 629.0, -1.0, 16.0, 645.0, 190.0, 194.0, 173.0, 1237, 838.0, 5.0, 840, 843.0, 3.0, 0, 0, None, None, None, None, None, None), (592, 2015, 1, 1, 4, 'UA', 1231, 'N17229', 'HNL', 'LAX', 630, 632.0, 2.0, 17.0, 649.0, 338.0, 321.0, 289.0, 2556, 1338.0, 15.0, 1408, 1353.0, -15.0, 0, 0, None, None, None, None, None, None), (593, 2015, 1, 1, 4, 'US', 401, 'N732US', 'CLT', 'PHL', 630, 623.0, -7.0, 27.0, 650.0, 93.0, 99.0, 68.0, 449, 758.0, 4.0, 803, 802.0, -1.0, 0, 0, None, None, None, None, None, None), (594, 2015, 1, 1, 4, 'US', 433, 'N601AW', 'JFK', 'PHX', 630, 628.0, -2.0, 17.0, 645.0, 348.0, 355.0, 334.0, 2153, 1019.0, 4.0, 1018, 1023.0, 5.0, 0, 0, None, None, None, None, None, None), (595, 2015, 1, 1, 4, 'US', 567, 'N524UW', 'SAN', 'PHX', 630, 623.0, -7.0, 17.0, 640.0, 83.0, 97.0, 48.0, 304, 828.0, 32.0, 853, 900.0, 7.0, 0, 0, None, None, None, None, None, None), (596, 2015, 1, 1, 4, 'US', 595, 'N519UW', 'ONT', 'PHX', 630, 914.0, 164.0, 14.0, 928.0, 74.0, 66.0, 48.0, 325, 1116.0, 4.0, 844, 1120.0, 156.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 156.0), (597, 2015, 1, 1, 4, 'AA', 148, 'N3EJAA', 'MIA', 'CLT', 630, 624.0, -6.0, 15.0, 639.0, 125.0, 120.0, 96.0, 650, 815.0, 9.0, 835, 824.0, -11.0, 0, 0, None, None, None, None, None, None), (598, 2015, 1, 1, 4, 'AA', 330, 'N3EWAA', 'PBI', 'ORD', 630, 626.0, -4.0, 12.0, 638.0, 190.0, 202.0, 171.0, 1144, 829.0, 19.0, 840, 848.0, 8.0, 0, 0, None, None, None, None, None, None), (599, 2015, 1, 1, 4, 'AA', 1381, 'N492AA', 'EWR', 'DFW', 630, 627.0, -3.0, 17.0, 644.0, 245.0, 258.0, 232.0, 1372, 936.0, 9.0, 935, 945.0, 10.0, 0, 0, None, None, None, None, None, None), (600, 2015, 1, 1, 4, 'AS', 157, 'N762AS', 'ANC', 'OTZ', 630, 622.0, -8.0, 17.0, 639.0, 102.0, 100.0, 78.0, 548, 757.0, 5.0, 812, 802.0, -10.0, 0, 0, None, None, None, None, None, None), (601, 2015, 1, 1, 4, 'AS', 499, 'N551AS', 'SAN', 'SEA', 630, 627.0, -3.0, 16.0, 643.0, 180.0, 174.0, 145.0, 1050, 908.0, 13.0, 930, 921.0, -9.0, 0, 0, None, None, None, None, None, None), (602, 2015, 1, 1, 4, 'AS', 573, 'N467AS', 'SAN', 'PDX', 630, 624.0, -6.0, 17.0, 641.0, 160.0, 158.0, 136.0, 933, 857.0, 5.0, 910, 902.0, -8.0, 0, 0, None, None, None, None, None, None), (603, 2015, 1, 1, 4, 'B6', 23, 'N937JB', 'JFK', 'LAX', 630, 627.0, -3.0, 16.0, 643.0, 377.0, 384.0, 358.0, 2475, 941.0, 10.0, 947, 951.0, 4.0, 0, 0, None, None, None, None, None, None), (604, 2015, 1, 1, 4, 'B6', 1099, 'N508JB', 'LGA', 'MCO', 630, 629.0, -1.0, 13.0, 642.0, 181.0, 152.0, 136.0, 950, 858.0, 3.0, 931, 901.0, -30.0, 0, 0, None, None, None, None, None, None), (605, 2015, 1, 1, 4, 'B6', 929, 'N526JB', 'JFK', 'RSW', 630, 628.0, -2.0, 14.0, 642.0, 195.0, 180.0, 162.0, 1074, 924.0, 4.0, 945, 928.0, -17.0, 0, 0, None, None, None, None, None, None), (606, 2015, 1, 1, 4, 'B6', 1285, 'N184JB', 'BOS', 'PIT', 630, 649.0, 19.0, 10.0, 659.0, 118.0, 101.0, 87.0, 496, 826.0, 4.0, 828, 830.0, 2.0, 0, 0, None, None, None, None, None, None), (607, 2015, 1, 1, 4, 'DL', 418, 'N706TW', 'SFO', 'JFK', 630, 628.0, -2.0, 15.0, 643.0, 325.0, 307.0, 284.0, 2586, 1427.0, 8.0, 1455, 1435.0, -20.0, 0, 0, None, None, None, None, None, None), (608, 2015, 1, 1, 4, 'DL', 783, 'N962DN', 'MSP', 'ATL', 630, 626.0, -4.0, 26.0, 652.0, 158.0, 146.0, 112.0, 907, 944.0, 8.0, 1008, 952.0, -16.0, 0, 0, None, None, None, None, None, None), (609, 2015, 1, 1, 4, 'DL', 1984, 'N946DN', 'AUS', 'ATL', 630, 625.0, -5.0, 13.0, 638.0, 127.0, 110.0, 93.0, 813, 911.0, 4.0, 937, 915.0, -22.0, 0, 0, None, None, None, None, None, None), (610, 2015, 1, 1, 4, 'DL', 2114, 'N397DA', 'COS', 'ATL', 630, 632.0, 2.0, 30.0, 702.0, 175.0, 166.0, 131.0, 1184, 1113.0, 5.0, 1125, 1118.0, -7.0, 0, 0, None, None, None, None, None, None), (611, 2015, 1, 1, 4, 'DL', 2283, 'N695DL', 'DTW', 'ATL', 630, 628.0, -2.0, 12.0, 640.0, 135.0, 106.0, 88.0, 594, 808.0, 6.0, 845, 814.0, -31.0, 0, 0, None, None, None, None, None, None), (612, 2015, 1, 1, 4, 'DL', 2370, 'N339NB', 'MSY', 'LGA', 630, 624.0, -6.0, 13.0, 637.0, 168.0, 171.0, 137.0, 1183, 954.0, 21.0, 1018, 1015.0, -3.0, 0, 0, None, None, None, None, None, None), (613, 2015, 1, 1, 4, 'DL', 1598, 'N669DN', 'SEA', 'ATL', 630, 631.0, 1.0, 29.0, 700.0, 275.0, 287.0, 245.0, 2182, 1405.0, 13.0, 1405, 1418.0, 13.0, 0, 0, None, None, None, None, None, None), (614, 2015, 1, 1, 4, 'DL', 1809, 'N970AT', 'EWR', 'ATL', 630, 629.0, -1.0, 12.0, 641.0, 167.0, 130.0, 114.0, 746, 835.0, 4.0, 917, 839.0, -38.0, 0, 0, None, None, None, None, None, None), (615, 2015, 1, 1, 4, 'DL', 1872, 'N6705Y', 'TPA', 'ATL', 630, 629.0, -1.0, 9.0, 638.0, 88.0, 74.0, 61.0, 406, 739.0, 4.0, 758, 743.0, -15.0, 0, 0, None, None, None, None, None, None), (616, 2015, 1, 1, 4, 'EV', 2549, 'N909EV', 'BPT', 'DFW', 630, 630.0, 0.0, 13.0, 643.0, 70.0, 71.0, 46.0, 270, 729.0, 12.0, 740, 741.0, 1.0, 0, 0, None, None, None, None, None, None), (617, 2015, 1, 1, 4, 'EV', 3261, 'N13123', 'RIC', 'IAD', 630, 629.0, -1.0, 9.0, 638.0, 57.0, 51.0, 28.0, 100, 706.0, 14.0, 727, 720.0, -7.0, 0, 0, None, None, None, None, None, None), (618, 2015, 1, 1, 4, 'EV', 3929, 'N13118', 'EWR', 'JAX', 630, 630.0, 0.0, 20.0, 650.0, 159.0, 146.0, 120.0, 820, 850.0, 6.0, 909, 856.0, -13.0, 0, 0, None, None, None, None, None, None), (619, 2015, 1, 1, 4, 'EV', 4306, 'N13970', 'GPT', 'IAH', 630, 623.0, -7.0, 9.0, 632.0, 87.0, 89.0, 72.0, 376, 744.0, 8.0, 757, 752.0, -5.0, 0, 0, None, None, None, None, None, None), (620, 2015, 1, 1, 4, 'F9', 295, 'N202FR', 'TPA', 'DEN', 630, 750.0, 80.0, 13.0, 803.0, 245.0, 234.0, 214.0, 1506, 937.0, 7.0, 835, 944.0, 69.0, 0, 0, None, 0.0, 0.0, 69.0, 0.0, 0.0), (621, 2015, 1, 1, 4, 'F9', 711, 'N203FR', 'RSW', 'DEN', 630, 647.0, 17.0, 11.0, 658.0, 254.0, 246.0, 229.0, 1607, 847.0, 6.0, 844, 853.0, 9.0, 0, 0, None, None, None, None, None, None), (622, 2015, 1, 1, 4, 'F9', 1246, 'N912FR', 'DEN', 'DFW', 630, 634.0, 4.0, 10.0, 644.0, 110.0, 123.0, 96.0, 641, 920.0, 17.0, 920, 937.0, 17.0, 0, 0, None, 13.0, 0.0, 0.0, 0.0, 4.0), (623, 2015, 1, 1, 4, 'F9', 1108, 'N947FR', 'CLE', 'MCO', 630, 628.0, -2.0, 11.0, 639.0, 140.0, 136.0, 115.0, 895, 834.0, 10.0, 850, 844.0, -6.0, 0, 0, None, None, None, None, None, None), (624, 2015, 1, 1, 4, 'MQ', 2913, 'N600MQ', 'GPT', 'DFW', 630, None, None, None, None, 115.0, None, None, 500, None, None, 825, None, None, 0, 1, 'B', None, None, None, None, None), (625, 2015, 1, 1, 4, 'MQ', 3649, 'N935MQ', 'MGM', 'DFW', 630, None, None, None, None, 135.0, None, None, 622, None, None, 845, None, None, 0, 1, 'B', None, None, None, None, None), (626, 2015, 1, 1, 4, 'OO', 2604, 'N693BR', 'SAN', 'LAX', 630, 620.0, -10.0, 17.0, 637.0, 55.0, 49.0, 25.0, 109, 702.0, 7.0, 725, 709.0, -16.0, 0, 0, None, None, None, None, None, None), (627, 2015, 1, 1, 4, 'NK', 379, 'N503NK', 'ACY', 'MYR', 630, 621.0, -9.0, 36.0, 657.0, 95.0, 114.0, 73.0, 466, 810.0, 5.0, 805, 815.0, 10.0, 0, 0, None, None, None, None, None, None), (628, 2015, 1, 1, 4, 'OO', 5381, 'N937SW', 'STC', 'ORD', 630, 623.0, -7.0, 37.0, 700.0, 86.0, 100.0, 52.0, 394, 752.0, 11.0, 756, 803.0, 7.0, 0, 0, None, None, None, None, None, None), (629, 2015, 1, 1, 4, 'OO', 4553, 'N820SK', 'BOI', 'LAX', 630, 624.0, -6.0, 30.0, 654.0, 130.0, 127.0, 90.0, 674, 724.0, 7.0, 740, 731.0, -9.0, 0, 0, None, None, None, None, None, None), (630, 2015, 1, 1, 4, 'OO', 5186, 'N471CA', 'SFO', 'SAN', 630, 637.0, 7.0, 14.0, 651.0, 92.0, 81.0, 64.0, 447, 755.0, 3.0, 802, 758.0, -4.0, 0, 0, None, None, None, None, None, None), (631, 2015, 1, 1, 4, 'OO', 5581, 'N755SK', 'MSP', 'LAX', 630, 630.0, 0.0, 18.0, 648.0, 240.0, 252.0, 217.0, 1535, 825.0, 17.0, 830, 842.0, 12.0, 0, 0, None, None, None, None, None, None), (632, 2015, 1, 1, 4, 'OO', 6588, 'N885AS', 'BFL', 'PHX', 630, 630.0, 0.0, 15.0, 645.0, 93.0, 92.0, 71.0, 425, 856.0, 6.0, 903, 902.0, -1.0, 0, 0, None, None, None, None, None, None), (633, 2015, 1, 1, 4, 'UA', 1534, 'N75432', 'TPA', 'ORD', 631, 629.0, -2.0, 12.0, 641.0, 168.0, 165.0, 144.0, 1012, 805.0, 9.0, 819, 814.0, -5.0, 0, 0, None, None, None, None, None, None), (634, 2015, 1, 1, 4, 'EV', 5764, 'N832AS', 'ORD', 'IAD', 632, 627.0, -5.0, 14.0, 641.0, 112.0, 100.0, 77.0, 589, 858.0, 9.0, 924, 907.0, -17.0, 0, 0, None, None, None, None, None, None), (635, 2015, 1, 1, 4, 'HA', 114, 'N493HA', 'HNL', 'OGG', 632, 627.0, -5.0, 9.0, 636.0, 36.0, 35.0, 20.0, 100, 656.0, 6.0, 708, 702.0, -6.0, 0, 0, None, None, None, None, None, None), (636, 2015, 1, 1, 4, 'B6', 675, 'N294JB', 'JFK', 'MSY', 633, 625.0, -8.0, 23.0, 648.0, 211.0, 221.0, 194.0, 1182, 902.0, 4.0, 904, 906.0, 2.0, 0, 0, None, None, None, None, None, None), (637, 2015, 1, 1, 4, 'OO', 5297, 'N908SW', 'MKE', 'ORD', 633, 623.0, -10.0, 12.0, 635.0, 54.0, 39.0, 21.0, 67, 656.0, 6.0, 727, 702.0, -25.0, 0, 0, None, None, None, None, None, None), (638, 2015, 1, 1, 4, 'UA', 410, 'N403UA', 'MIA', 'ORD', 635, 633.0, -2.0, 36.0, 709.0, 200.0, 221.0, 174.0, 1197, 903.0, 11.0, 855, 914.0, 19.0, 0, 0, None, 19.0, 0.0, 0.0, 0.0, 0.0), (639, 2015, 1, 1, 4, 'US', 700, 'N675AW', 'SEA', 'PHL', 635, 627.0, -8.0, 12.0, 639.0, 301.0, 286.0, 263.0, 2378, 1402.0, 11.0, 1436, 1413.0, -23.0, 0, 0, None, None, None, None, None, None), (640, 2015, 1, 1, 4, 'WN', 1926, 'N7745A', 'SAT', 'ATL', 635, 634.0, -1.0, 10.0, 644.0, 135.0, 126.0, 103.0, 874, 927.0, 13.0, 950, 940.0, -10.0, 0, 0, None, None, None, None, None, None), (641, 2015, 1, 1, 4, 'WN', 1119, 'N965WN', 'PDX', 'MDW', 635, 632.0, -3.0, 9.0, 641.0, 235.0, 232.0, 218.0, 1751, 1219.0, 5.0, 1230, 1224.0, -6.0, 0, 0, None, None, None, None, None, None), (642, 2015, 1, 1, 4, 'US', 474, 'N604AW', 'LAS', 'PHX', 635, 628.0, -7.0, 12.0, 640.0, 71.0, 65.0, 46.0, 255, 826.0, 7.0, 846, 833.0, -13.0, 0, 0, None, None, None, None, None, None), (643, 2015, 1, 1, 4, 'AA', 129, 'N4WPAA', 'JAX', 'DFW', 635, 648.0, 13.0, 13.0, 701.0, 170.0, 165.0, 141.0, 918, 822.0, 11.0, 825, 833.0, 8.0, 0, 0, None, None, None, None, None, None), (644, 2015, 1, 1, 4, 'AA', 1349, 'N4XJAA', 'MSY', 'DFW', 635, None, None, None, None, 100.0, None, None, 447, None, None, 815, None, None, 0, 1, 'B', None, None, None, None, None), (645, 2015, 1, 1, 4, 'AA', 1543, 'N486AA', 'PIT', 'DFW', 635, 627.0, -8.0, 12.0, 639.0, 200.0, 181.0, 162.0, 1067, 821.0, 7.0, 855, 828.0, -27.0, 0, 0, None, None, None, None, None, None), (646, 2015, 1, 1, 4, 'AA', 2220, 'N586AA', 'COS', 'DFW', 635, 623.0, -12.0, 25.0, 648.0, 120.0, 123.0, 88.0, 592, 916.0, 10.0, 935, 926.0, -9.0, 0, 0, None, None, None, None, None, None), (647, 2015, 1, 1, 4, 'AS', 240, 'N569AS', 'SEA', 'SAN', 635, 629.0, -6.0, 24.0, 653.0, 163.0, 161.0, 133.0, 1050, 906.0, 4.0, 918, 910.0, -8.0, 0, 0, None, None, None, None, None, None), (648, 2015, 1, 1, 4, 'AS', 576, 'N323AS', 'PDX', 'SAN', 635, 628.0, -7.0, 14.0, 642.0, 139.0, 134.0, 117.0, 933, 839.0, 3.0, 854, 842.0, -12.0, 0, 0, None, None, None, None, None, None), (649, 2015, 1, 1, 4, 'AS', 724, 'N612AS', 'SEA', 'SLC', 635, 625.0, -10.0, 24.0, 649.0, 121.0, 121.0, 93.0, 689, 922.0, 4.0, 936, 926.0, -10.0, 0, 0, None, None, None, None, None, None), (650, 2015, 1, 1, 4, 'B6', 475, 'N599JB', 'PVD', 'MCO', 635, 629.0, -6.0, 37.0, 706.0, 190.0, 204.0, 155.0, 1072, 941.0, 12.0, 945, 953.0, 8.0, 0, 0, None, None, None, None, None, None), (651, 2015, 1, 1, 4, 'B6', 1467, 'N216JB', 'HPN', 'PBI', 635, 624.0, -11.0, 9.0, 633.0, 176.0, 161.0, 146.0, 1056, 859.0, 6.0, 931, 905.0, -26.0, 0, 0, None, None, None, None, None, None), (652, 2015, 1, 1, 4, 'AA', 1441, 'N3GYAA', 'JFK', 'LAS', 635, 656.0, 21.0, 24.0, 720.0, 350.0, 374.0, 342.0, 2248, 1002.0, 8.0, 925, 1010.0, 45.0, 0, 0, None, 24.0, 0.0, 21.0, 0.0, 0.0), (653, 2015, 1, 1, 4, 'DL', 2005, 'N990DL', 'MLB', 'ATL', 635, 632.0, -3.0, 10.0, 642.0, 95.0, 81.0, 65.0, 442, 747.0, 6.0, 810, 753.0, -17.0, 0, 0, None, None, None, None, None, None), (654, 2015, 1, 1, 4, 'DL', 2290, 'N963DN', 'PIT', 'ATL', 635, 633.0, -2.0, 11.0, 644.0, 129.0, 90.0, 74.0, 526, 758.0, 5.0, 844, 803.0, -41.0, 0, 0, None, None, None, None, None, None), (655, 2015, 1, 1, 4, 'DL', 1864, 'N360NW', 'SAN', 'MSP', 635, 632.0, -3.0, 17.0, 649.0, 224.0, 217.0, 190.0, 1532, 1159.0, 10.0, 1219, 1209.0, -10.0, 0, 0, None, None, None, None, None, None), (656, 2015, 1, 1, 4, 'EV', 5579, 'N136EV', 'ABE', 'ATL', 635, 628.0, -7.0, 13.0, 641.0, 139.0, 126.0, 110.0, 692, 831.0, 3.0, 854, 834.0, -20.0, 0, 0, None, None, None, None, None, None), (657, 2015, 1, 1, 4, 'MQ', 3443, 'N635MQ', 'SPI', 'DFW', 635, None, None, None, None, 135.0, None, None, 630, None, None, 850, None, None, 0, 1, 'B', None, None, None, None, None), (658, 2015, 1, 1, 4, 'OO', 4758, 'N440SW', 'PLN', 'DTW', 635, 626.0, -9.0, 37.0, 703.0, 79.0, 87.0, 41.0, 243, 744.0, 9.0, 754, 753.0, -1.0, 0, 0, None, None, None, None, None, None), (659, 2015, 1, 1, 4, 'OO', 3460, 'N219AG', 'PDX', 'ONT', 635, 635.0, 0.0, 12.0, 647.0, 134.0, 121.0, 105.0, 838, 832.0, 4.0, 849, 836.0, -13.0, 0, 0, None, None, None, None, None, None), (660, 2015, 1, 1, 4, 'UA', 665, 'N401UA', 'RSW', 'EWR', 638, 632.0, -6.0, 10.0, 642.0, 172.0, 163.0, 144.0, 1068, 906.0, 9.0, 930, 915.0, -15.0, 0, 0, None, None, None, None, None, None), (661, 2015, 1, 1, 4, 'DL', 1056, 'N922DX', 'SJC', 'MSP', 639, 634.0, -5.0, 14.0, 648.0, 231.0, 234.0, 214.0, 1576, 1222.0, 6.0, 1230, 1228.0, -2.0, 0, 0, None, None, None, None, None, None), (662, 2015, 1, 1, 4, 'OO', 4577, 'N455SW', 'CIU', 'DTW', 640, 637.0, -3.0, 19.0, 656.0, 84.0, 70.0, 45.0, 284, 741.0, 6.0, 804, 747.0, -17.0, 0, 0, None, None, None, None, None, None), (663, 2015, 1, 1, 4, 'US', 1718, 'N939UW', 'MCO', 'CLT', 640, 637.0, -3.0, 10.0, 647.0, 96.0, 91.0, 71.0, 468, 758.0, 10.0, 816, 808.0, -8.0, 0, 0, None, None, None, None, None, None), (664, 2015, 1, 1, 4, 'US', 1943, 'N508AY', 'BWI', 'CLT', 640, 637.0, -3.0, 22.0, 659.0, 94.0, 95.0, 67.0, 361, 806.0, 6.0, 814, 812.0, -2.0, 0, 0, None, None, None, None, None, None), (665, 2015, 1, 1, 4, 'US', 1946, 'N915US', 'EWR', 'CLT', 640, 648.0, 8.0, 11.0, 659.0, 121.0, 104.0, 88.0, 529, 827.0, 5.0, 841, 832.0, -9.0, 0, 0, None, None, None, None, None, None), (666, 2015, 1, 1, 4, 'WN', 795, 'N968WN', 'AUS', 'ATL', 640, 637.0, -3.0, 12.0, 649.0, 130.0, 114.0, 96.0, 813, 925.0, 6.0, 950, 931.0, -19.0, 0, 0, None, None, None, None, None, None), (667, 2015, 1, 1, 4, 'WN', 692, 'N221WN', 'CAK', 'MCO', 640, 636.0, -4.0, 9.0, 645.0, 150.0, 138.0, 122.0, 861, 847.0, 7.0, 910, 854.0, -16.0, 0, 0, None, None, None, None, None, None), (668, 2015, 1, 1, 4, 'WN', 1170, 'N902WN', 'FLL', 'LAS', 640, 639.0, -1.0, 10.0, 649.0, 330.0, 316.0, 303.0, 2173, 852.0, 3.0, 910, 855.0, -15.0, 0, 0, None, None, None, None, None, None), (669, 2015, 1, 1, 4, 'WN', 653, 'N934WN', 'MKE', 'LAS', 640, 635.0, -5.0, 11.0, 646.0, 245.0, 238.0, 221.0, 1524, 827.0, 6.0, 845, 833.0, -12.0, 0, 0, None, None, None, None, None, None), (670, 2015, 1, 1, 4, 'WN', 890, 'N717SA', 'PHX', 'MDW', 640, 633.0, -7.0, 21.0, 654.0, 195.0, 186.0, 160.0, 1444, 1034.0, 5.0, 1055, 1039.0, -16.0, 0, 0, None, None, None, None, None, None), (671, 2015, 1, 1, 4, 'WN', 832, 'N8616C', 'SJC', 'LAS', 640, 640.0, 0.0, 10.0, 650.0, 85.0, 80.0, 63.0, 386, 753.0, 7.0, 805, 800.0, -5.0, 0, 0, None, None, None, None, None, None), (672, 2015, 1, 1, 4, 'UA', 1284, 'N11206', 'LAS', 'EWR', 640, 639.0, -1.0, 10.0, 649.0, 289.0, 253.0, 234.0, 2227, 1343.0, 9.0, 1429, 1352.0, -37.0, 0, 0, None, None, None, None, None, None), (673, 2015, 1, 1, 4, 'UA', 1748, 'N16703', 'ORD', 'EWR', 640, 643.0, 3.0, 12.0, 655.0, 125.0, 124.0, 82.0, 719, 917.0, 30.0, 945, 947.0, 2.0, 0, 0, None, None, None, None, None, None), (674, 2015, 1, 1, 4, 'AA', 1305, 'N456AA', 'DSM', 'DFW', 640, 633.0, -7.0, 32.0, 705.0, 140.0, 144.0, 105.0, 624, 850.0, 7.0, 900, 857.0, -3.0, 0, 0, None, None, None, None, None, None), (675, 2015, 1, 1, 4, 'AA', 1285, 'N576AA', 'IAH', 'DFW', 640, None, None, None, None, 70.0, None, None, 224, None, None, 750, None, None, 0, 1, 'B', None, None, None, None, None), (676, 2015, 1, 1, 4, 'AA', 1562, 'N475AA', 'RIC', 'DFW', 640, 636.0, -4.0, 17.0, 653.0, 220.0, 217.0, 188.0, 1158, 901.0, 12.0, 920, 913.0, -7.0, 0, 0, None, None, None, None, None, None), (677, 2015, 1, 1, 4, 'AS', 548, 'N306AS', 'BLI', 'SEA', 640, 632.0, -8.0, 26.0, 658.0, 37.0, 59.0, 26.0, 93, 724.0, 7.0, 717, 731.0, 14.0, 0, 0, None, None, None, None, None, None), (678, 2015, 1, 1, 4, 'AS', 558, 'N307AS', 'PDX', 'LAX', 640, 643.0, 3.0, 10.0, 653.0, 144.0, 136.0, 110.0, 834, 843.0, 16.0, 904, 859.0, -5.0, 0, 0, None, None, None, None, None, None), (679, 2015, 1, 1, 4, 'AS', 560, 'N435AS', 'SEA', 'PSP', 640, 636.0, -4.0, 12.0, 648.0, 152.0, 140.0, 124.0, 987, 852.0, 4.0, 912, 856.0, -16.0, 0, 0, None, None, None, None, None, None), (680, 2015, 1, 1, 4, 'AS', 569, 'N471AS', 'LAX', 'PDX', 640, 639.0, -1.0, 16.0, 655.0, 150.0, 144.0, 124.0, 834, 859.0, 4.0, 910, 903.0, -7.0, 0, 0, None, None, None, None, None, None), (681, 2015, 1, 1, 4, 'AS', 662, 'N302AS', 'SEA', 'DFW', 640, 633.0, -7.0, 18.0, 651.0, 222.0, 239.0, 211.0, 1660, 1222.0, 10.0, 1222, 1232.0, 10.0, 0, 0, None, None, None, None, None, None), (682, 2015, 1, 1, 4, 'AS', 709, 'N769AS', 'SLC', 'SJC', 640, 747.0, 67.0, 28.0, 815.0, 123.0, 106.0, 75.0, 584, 830.0, 3.0, 743, 833.0, 50.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 50.0), (683, 2015, 1, 1, 4, 'AA', 2476, 'N3LEAA', 'BDL', 'MIA', 640, 634.0, -6.0, 13.0, 647.0, 206.0, 232.0, 164.0, 1194, 931.0, 55.0, 1006, 1026.0, 20.0, 0, 0, None, 20.0, 0.0, 0.0, 0.0, 0.0), (684, 2015, 1, 1, 4, 'DL', 1332, 'N540US', 'RSW', 'ATL', 640, 640.0, 0.0, 14.0, 654.0, 108.0, 100.0, 81.0, 515, 815.0, 5.0, 828, 820.0, -8.0, 0, 0, None, None, None, None, None, None), (685, 2015, 1, 1, 4, 'DL', 2135, 'N990AT', 'TPA', 'LGA', 640, 634.0, -6.0, 12.0, 646.0, 154.0, 149.0, 128.0, 1010, 854.0, 9.0, 914, 903.0, -11.0, 0, 0, None, None, None, None, None, None), (686, 2015, 1, 1, 4, 'DL', 2276, 'N909DE', 'MCO', 'LGA', 640, 638.0, -2.0, 14.0, 652.0, 153.0, 148.0, 125.0, 950, 857.0, 9.0, 913, 906.0, -7.0, 0, 0, None, None, None, None, None, None), (687, 2015, 1, 1, 4, 'DL', 2566, 'N913DN', 'SFO', 'MSP', 640, 636.0, -4.0, 13.0, 649.0, 228.0, 227.0, 206.0, 1589, 1215.0, 8.0, 1228, 1223.0, -5.0, 0, 0, None, None, None, None, None, None), (688, 2015, 1, 1, 4, 'EV', 2506, 'N904EV', 'CRP', 'DFW', 640, 638.0, -2.0, 14.0, 652.0, 80.0, 71.0, 52.0, 354, 744.0, 5.0, 800, 749.0, -11.0, 0, 0, None, None, None, None, None, None), (689, 2015, 1, 1, 4, 'EV', 2555, 'N830AS', 'SHV', 'DFW', 640, 656.0, 16.0, 15.0, 711.0, 65.0, 63.0, 42.0, 190, 753.0, 6.0, 745, 759.0, 14.0, 0, 0, None, None, None, None, None, None), (690, 2015, 1, 1, 4, 'EV', 2561, 'N877AS', 'BTR', 'DFW', 640, 639.0, -1.0, 15.0, 654.0, 85.0, 94.0, 64.0, 383, 758.0, 15.0, 805, 813.0, 8.0, 0, 0, None, None, None, None, None, None), (691, 2015, 1, 1, 4, 'EV', 2537, 'N902EV', 'MLU', 'DFW', 640, 643.0, 3.0, 11.0, 654.0, 80.0, 67.0, 52.0, 293, 746.0, 4.0, 800, 750.0, -10.0, 0, 0, None, None, None, None, None, None), (692, 2015, 1, 1, 4, 'MQ', 2775, 'N613MQ', 'PIA', 'DFW', 640, None, None, None, None, 145.0, None, None, 672, None, None, 905, None, None, 0, 1, 'B', None, None, None, None, None), (693, 2015, 1, 1, 4, 'MQ', 2966, 'N855MQ', 'ROW', 'DFW', 640, None, None, None, None, 85.0, None, None, 435, None, None, 905, None, None, 0, 1, 'B', None, None, None, None, None), (694, 2015, 1, 1, 4, 'MQ', 3359, 'N905MQ', 'FWA', 'DFW', 640, None, None, None, None, 170.0, None, None, 859, None, None, 830, None, None, 0, 1, 'B', None, None, None, None, None), (695, 2015, 1, 1, 4, 'MQ', 3476, 'N653MQ', 'CHS', 'MIA', 640, 634.0, -6.0, 36.0, 710.0, 100.0, 117.0, 74.0, 489, 824.0, 7.0, 820, 831.0, 11.0, 0, 0, None, None, None, None, None, None), (696, 2015, 1, 1, 4, 'MQ', 3589, 'N692MQ', 'GSO', 'MIA', 640, 637.0, -3.0, 36.0, 713.0, 136.0, 138.0, 99.0, 710, 852.0, 3.0, 856, 855.0, -1.0, 0, 0, None, None, None, None, None, None), (697, 2015, 1, 1, 4, 'NK', 705, 'N588NK', 'LGA', 'FLL', 640, 828.0, 108.0, 19.0, 847.0, 186.0, 175.0, 147.0, 1076, 1114.0, 9.0, 946, 1123.0, 97.0, 0, 0, None, 97.0, 0.0, 0.0, 0.0, 0.0), (698, 2015, 1, 1, 4, 'NK', 567, 'N504NK', 'DTW', 'ATL', 640, 638.0, -2.0, 10.0, 648.0, 114.0, 105.0, 85.0, 594, 813.0, 10.0, 834, 823.0, -11.0, 0, 0, None, None, None, None, None, None), (699, 2015, 1, 1, 4, 'NK', 417, 'N587NK', 'DTW', 'FLL', 640, 643.0, 3.0, 11.0, 654.0, 186.0, 167.0, 150.0, 1127, 924.0, 6.0, 946, 930.0, -16.0, 0, 0, None, None, None, None, None, None), (700, 2015, 1, 1, 4, 'OO', 3456, 'N217AG', 'PDX', 'BUR', 640, 638.0, -2.0, 22.0, 700.0, 130.0, 129.0, 104.0, 817, 844.0, 3.0, 850, 847.0, -3.0, 0, 0, None, None, None, None, None, None), (701, 2015, 1, 1, 4, 'OO', 5492, 'N703SK', 'MSN', 'ORD', 640, 643.0, 3.0, 31.0, 714.0, 57.0, 71.0, 28.0, 108, 742.0, 12.0, 737, 754.0, 17.0, 0, 0, None, 14.0, 0.0, 3.0, 0.0, 0.0), (702, 2015, 1, 1, 4, 'OO', 6495, 'N932EV', 'COS', 'LAX', 640, 634.0, -6.0, 30.0, 704.0, 165.0, 151.0, 115.0, 833, 759.0, 6.0, 825, 805.0, -20.0, 0, 0, None, None, None, None, None, None), (703, 2015, 1, 1, 4, 'OO', 5291, 'N564SW', 'GCC', 'DEN', 642, 642.0, 0.0, 16.0, 658.0, 107.0, 91.0, 66.0, 313, 804.0, 9.0, 829, 813.0, -16.0, 0, 0, None, None, None, None, None, None), (704, 2015, 1, 1, 4, 'UA', 536, 'N852UA', 'LAX', 'IAH', 644, 636.0, -8.0, 12.0, 648.0, 197.0, 183.0, 164.0, 1379, 1132.0, 7.0, 1201, 1139.0, -22.0, 0, 0, None, None, None, None, None, None), (705, 2015, 1, 1, 4, 'UA', 259, 'N427UA', 'SNA', 'IAH', 645, 653.0, 8.0, 16.0, 709.0, 200.0, 177.0, 156.0, 1346, 1145.0, 5.0, 1205, 1150.0, -15.0, 0, 0, None, None, None, None, None, None), (706, 2015, 1, 1, 4, 'UA', 792, 'N802UA', 'BUF', 'ORD', 645, 718.0, 33.0, 23.0, 741.0, 106.0, 110.0, 85.0, 473, 806.0, 2.0, 731, 808.0, 37.0, 0, 0, None, 4.0, 0.0, 33.0, 0.0, 0.0), (707, 2015, 1, 1, 4, 'VX', 922, 'N361VA', 'SFO', 'LAX', 645, 638.0, -7.0, 9.0, 647.0, 80.0, 71.0, 54.0, 337, 741.0, 8.0, 805, 749.0, -16.0, 0, 0, None, None, None, None, None, None), (708, 2015, 1, 1, 4, 'WN', 3213, 'N8612K', 'DAL', 'MDW', 645, 649.0, 4.0, 8.0, 657.0, 140.0, 110.0, 95.0, 793, 832.0, 7.0, 905, 839.0, -26.0, 0, 0, None, None, None, None, None, None), (709, 2015, 1, 1, 4, 'WN', 2599, 'N912WN', 'LIT', 'DAL', 645, 648.0, 3.0, 9.0, 657.0, 75.0, 70.0, 56.0, 296, 753.0, 5.0, 800, 758.0, -2.0, 0, 0, None, None, None, None, None, None), (710, 2015, 1, 1, 4, 'WN', 2199, 'N400WN', 'MHT', 'MCO', 645, 645.0, 0.0, 9.0, 654.0, 205.0, 187.0, 171.0, 1142, 945.0, 7.0, 1010, 952.0, -18.0, 0, 0, None, None, None, None, None, None), (711, 2015, 1, 1, 4, 'WN', 3739, 'N780SW', 'ALB', 'MCO', 645, 644.0, -1.0, 9.0, 653.0, 195.0, 167.0, 153.0, 1073, 926.0, 5.0, 1000, 931.0, -29.0, 0, 0, None, None, None, None, None, None), (712, 2015, 1, 1, 4, 'WN', 1188, 'N783SW', 'SAT', 'BWI', 645, 642.0, -3.0, 6.0, 648.0, 185.0, 163.0, 153.0, 1407, 1021.0, 4.0, 1050, 1025.0, -25.0, 0, 0, None, None, None, None, None, None), (713, 2015, 1, 1, 4, 'WN', 4563, 'N642WN', 'OKC', 'ATL', 645, 641.0, -4.0, 35.0, 716.0, 125.0, 131.0, 90.0, 761, 946.0, 6.0, 950, 952.0, 2.0, 0, 0, None, None, None, None, None, None), (714, 2015, 1, 1, 4, 'US', 593, 'N163US', 'SNA', 'PHX', 645, 645.0, 0.0, 15.0, 700.0, 86.0, 74.0, 50.0, 338, 850.0, 9.0, 911, 859.0, -12.0, 0, 0, None, None, None, None, None, None), (715, 2015, 1, 1, 4, 'AA', 323, 'N520AA', 'DFW', 'STL', 645, None, None, None, None, 95.0, None, None, 550, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (716, 2015, 1, 1, 4, 'AA', 1107, 'N3ADAA', 'LGA', 'DFW', 645, 641.0, -4.0, 16.0, 657.0, 255.0, 256.0, 229.0, 1389, 946.0, 11.0, 1000, 957.0, -3.0, 0, 0, None, None, None, None, None, None), (717, 2015, 1, 1, 4, 'AA', 1234, 'N3MCAA', 'LAS', 'ORD', 645, 641.0, -4.0, 12.0, 653.0, 210.0, 196.0, 175.0, 1514, 1148.0, 9.0, 1215, 1157.0, -18.0, 0, 0, None, None, None, None, None, None), (718, 2015, 1, 1, 4, 'AA', 1283, 'N3CRAA', 'BNA', 'MIA', 645, 641.0, -4.0, 21.0, 702.0, 140.0, 132.0, 104.0, 806, 946.0, 7.0, 1005, 953.0, -12.0, 0, 0, None, None, None, None, None, None), (719, 2015, 1, 1, 4, 'AA', 1287, 'N3BBAA', 'MSP', 'MIA', 645, 714.0, 29.0, 26.0, 740.0, 225.0, 212.0, 179.0, 1501, 1139.0, 7.0, 1130, 1146.0, 16.0, 0, 0, None, 0.0, 0.0, 16.0, 0.0, 0.0), (720, 2015, 1, 1, 4, 'AA', 1300, 'N3FRAA', 'SNA', 'DFW', 645, 645.0, 0.0, 22.0, 707.0, 185.0, 171.0, 143.0, 1205, 1130.0, 6.0, 1150, 1136.0, -14.0, 0, 0, None, None, None, None, None, None), (721, 2015, 1, 1, 4, 'AA', 2326, 'N3KEAA', 'MIA', 'DCA', 645, 718.0, 33.0, 16.0, 734.0, 150.0, 148.0, 127.0, 919, 941.0, 5.0, 915, 946.0, 31.0, 0, 0, None, 0.0, 0.0, 0.0, 31.0, 0.0), (722, 2015, 1, 1, 4, 'B6', 318, 'N183JB', 'JFK', 'BOS', 645, 638.0, -7.0, 23.0, 701.0, 71.0, 66.0, 38.0, 187, 739.0, 5.0, 756, 744.0, -12.0, 0, 0, None, None, None, None, None, None), (723, 2015, 1, 1, 4, 'B6', 1137, 'N374JB', 'BOS', 'DTW', 645, 642.0, -3.0, 15.0, 657.0, 145.0, 136.0, 112.0, 632, 849.0, 9.0, 910, 858.0, -12.0, 0, 0, None, None, None, None, None, None), (724, 2015, 1, 1, 4, 'DL', 716, 'N944DL', 'OMA', 'ATL', 645, 637.0, -8.0, 27.0, 704.0, 144.0, None, None, 821, 1447.0, 4.0, 1009, 1451.0, None, 1, 0, None, None, None, None, None, None), (725, 2015, 1, 1, 4, 'DL', 765, 'N329NB', 'PIT', 'MSP', 645, 642.0, -3.0, 11.0, 653.0, 154.0, 134.0, 114.0, 726, 747.0, 9.0, 819, 756.0, -23.0, 0, 0, None, None, None, None, None, None), (726, 2015, 1, 1, 4, 'DL', 801, 'N633DL', 'SNA', 'ATL', 645, 641.0, -4.0, 23.0, 704.0, 256.0, 239.0, 207.0, 1919, 1331.0, 9.0, 1401, 1340.0, -21.0, 0, 0, None, None, None, None, None, None), (727, 2015, 1, 1, 4, 'DL', 827, 'N678DL', 'FLL', 'ATL', 645, 639.0, -6.0, 13.0, 652.0, 114.0, 101.0, 81.0, 581, 813.0, 7.0, 839, 820.0, -19.0, 0, 0, None, None, None, None, None, None), (728, 2015, 1, 1, 4, 'DL', 860, 'N324NB', 'SNA', 'MSP', 645, 642.0, -3.0, 23.0, 705.0, 225.0, 220.0, 188.0, 1522, 1213.0, 9.0, 1230, 1222.0, -8.0, 0, 0, None, None, None, None, None, None), (729, 2015, 1, 1, 4, 'DL', 886, 'N918DL', 'ATL', 'LGA', 645, 644.0, -1.0, 31.0, 715.0, 128.0, 137.0, 97.0, 762, 852.0, 9.0, 853, 901.0, 8.0, 0, 0, None, None, None, None, None, None), (730, 2015, 1, 1, 4, 'DL', 1135, 'N309DE', 'BHM', 'ATL', 645, 644.0, -1.0, 9.0, 653.0, 69.0, 44.0, 30.0, 134, 823.0, 5.0, 854, 828.0, -26.0, 0, 0, None, None, None, None, None, None), (731, 2015, 1, 1, 4, 'DL', 1324, 'N908DE', 'BNA', 'ATL', 645, 642.0, -3.0, 15.0, 657.0, 74.0, 57.0, 36.0, 214, 833.0, 6.0, 859, 839.0, -20.0, 0, 0, None, None, None, None, None, None), (732, 2015, 1, 1, 4, 'AA', 1449, 'N3KDAA', 'FLL', 'DFW', 645, None, None, None, None, 195.0, None, None, 1119, None, None, 900, None, None, 0, 1, 'B', None, None, None, None, None), (733, 2015, 1, 1, 4, 'DL', 246, 'N391DA', 'SAN', 'JFK', 645, 642.0, -3.0, 15.0, 657.0, 314.0, 286.0, 264.0, 2446, 1421.0, 7.0, 1459, 1428.0, -31.0, 0, 0, None, None, None, None, None, None), (734, 2015, 1, 1, 4, 'AA', 2395, 'N469AA', 'BHM', 'DFW', 645, 644.0, -1.0, 12.0, 656.0, 135.0, 131.0, 103.0, 597, 839.0, 16.0, 900, 855.0, -5.0, 0, 0, None, None, None, None, None, None), (735, 2015, 1, 1, 4, 'EV', 4438, 'N26141', 'HOB', 'IAH', 645, None, None, None, None, 97.0, None, None, 501, None, None, 922, None, None, 0, 1, 'B', None, None, None, None, None), (736, 2015, 1, 1, 4, 'EV', 6042, 'N21144', 'LNK', 'DEN', 645, 717.0, 32.0, 20.0, 737.0, 99.0, 95.0, 69.0, 423, 746.0, 6.0, 724, 752.0, 28.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 28.0), (737, 2015, 1, 1, 4, 'F9', 110, 'N206FR', 'DEN', 'MSP', 645, 711.0, 26.0, 9.0, 720.0, 115.0, 105.0, 88.0, 680, 948.0, 8.0, 940, 956.0, 16.0, 0, 0, None, 0.0, 0.0, 16.0, 0.0, 0.0), (738, 2015, 1, 1, 4, 'F9', 782, 'N219FR', 'LAS', 'DEN', 645, 642.0, -3.0, 18.0, 700.0, 109.0, 120.0, 90.0, 628, 930.0, 12.0, 934, 942.0, 8.0, 0, 0, None, None, None, None, None, None), (739, 2015, 1, 1, 4, 'F9', 268, 'N921FR', 'SNA', 'DEN', 645, 638.0, -7.0, 23.0, 701.0, 145.0, 144.0, 114.0, 846, 955.0, 7.0, 1010, 1002.0, -8.0, 0, 0, None, None, None, None, None, None), (740, 2015, 1, 1, 4, 'MQ', 2965, 'N637MQ', 'SGF', 'DFW', 645, None, None, None, None, 95.0, None, None, 364, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (741, 2015, 1, 1, 4, 'MQ', 3009, 'N651MQ', 'CMI', 'DFW', 645, 642.0, -3.0, 12.0, 654.0, 145.0, 139.0, 117.0, 693, 851.0, 10.0, 910, 901.0, -9.0, 0, 0, None, None, None, None, None, None), (742, 2015, 1, 1, 4, 'MQ', 3431, 'N820MQ', 'COU', 'DFW', 645, None, None, None, None, 120.0, None, None, 489, None, None, 845, None, None, 0, 1, 'B', None, None, None, None, None), (743, 2015, 1, 1, 4, 'NK', 301, 'N626NK', 'BWI', 'FLL', 645, 649.0, 4.0, 11.0, 700.0, 157.0, 142.0, 125.0, 925, 905.0, 6.0, 922, 911.0, -11.0, 0, 0, None, None, None, None, None, None), (744, 2015, 1, 1, 4, 'NK', 725, 'N525NK', 'MCI', 'IAH', 645, 637.0, -8.0, 10.0, 647.0, 110.0, 126.0, 108.0, 643, 835.0, 8.0, 835, 843.0, 8.0, 0, 0, None, None, None, None, None, None), (745, 2015, 1, 1, 4, 'OO', 6262, 'N953SW', 'GTF', 'DEN', 645, 636.0, -9.0, 12.0, 648.0, 117.0, 115.0, 87.0, 624, 815.0, 16.0, 842, 831.0, -11.0, 0, 0, None, None, None, None, None, None), (746, 2015, 1, 1, 4, 'OO', 4811, 'N443SW', 'BNA', 'CVG', 645, 637.0, -8.0, 16.0, 653.0, 72.0, 66.0, 45.0, 230, 838.0, 5.0, 857, 843.0, -14.0, 0, 0, None, None, None, None, None, None), (747, 2015, 1, 1, 4, 'OO', 6502, 'N785SK', 'SNA', 'SFO', 645, 657.0, 12.0, 16.0, 713.0, 95.0, 82.0, 63.0, 372, 816.0, 3.0, 820, 819.0, -1.0, 0, 0, None, None, None, None, None, None), (748, 2015, 1, 1, 4, 'OO', 6523, 'N754SK', 'PHX', 'LAX', 645, 701.0, 16.0, 17.0, 718.0, 96.0, 82.0, 61.0, 370, 719.0, 4.0, 721, 723.0, 2.0, 0, 0, None, None, None, None, None, None), (749, 2015, 1, 1, 4, 'OO', 4974, 'N792SK', 'ATL', 'IAH', 646, 642.0, -4.0, 16.0, 658.0, 136.0, 147.0, 121.0, 689, 759.0, 10.0, 802, 809.0, 7.0, 0, 0, None, None, None, None, None, None), (750, 2015, 1, 1, 4, 'OO', 7385, 'N301YV', 'EKO', 'SLC', 646, 636.0, -10.0, 20.0, 656.0, 64.0, 81.0, 55.0, 200, 851.0, 6.0, 850, 857.0, 7.0, 0, 0, None, None, None, None, None, None), (751, 2015, 1, 1, 4, 'B6', 1208, 'N273JB', 'IAD', 'JFK', 647, 641.0, -6.0, 25.0, 706.0, 73.0, 80.0, 49.0, 228, 755.0, 6.0, 800, 801.0, 1.0, 0, 0, None, None, None, None, None, None), (752, 2015, 1, 1, 4, 'HA', 338, 'N481HA', 'HNL', 'KOA', 647, 639.0, -8.0, 11.0, 650.0, 42.0, 44.0, 27.0, 163, 717.0, 6.0, 729, 723.0, -6.0, 0, 0, None, None, None, None, None, None), (753, 2015, 1, 1, 4, 'OO', 6291, 'N706SK', 'FAT', 'SFO', 648, 645.0, -3.0, 30.0, 715.0, 67.0, 63.0, 28.0, 158, 743.0, 5.0, 755, 748.0, -7.0, 0, 0, None, None, None, None, None, None), (754, 2015, 1, 1, 4, 'DL', 1212, 'N582NW', 'LAX', 'MSP', 649, 647.0, -2.0, 14.0, 701.0, 218.0, 211.0, 193.0, 1535, 1214.0, 4.0, 1227, 1218.0, -9.0, 0, 0, None, None, None, None, None, None), (755, 2015, 1, 1, 4, 'UA', 284, 'N832UA', 'PHX', 'SFO', 650, 751.0, 61.0, 27.0, 818.0, 134.0, 121.0, 89.0, 651, 847.0, 5.0, 804, 852.0, 48.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 48.0), (756, 2015, 1, 1, 4, 'US', 1866, 'N626AW', 'PIT', 'CLT', 650, 653.0, 3.0, 11.0, 704.0, 99.0, 87.0, 68.0, 366, 812.0, 8.0, 829, 820.0, -9.0, 0, 0, None, None, None, None, None, None), (757, 2015, 1, 1, 4, 'US', 2071, 'N553UW', 'MSP', 'CLT', 650, 647.0, -3.0, 23.0, 710.0, 160.0, 150.0, 111.0, 930, 1001.0, 16.0, 1030, 1017.0, -13.0, 0, 0, None, None, None, None, None, None), (758, 2015, 1, 1, 4, 'WN', 985, 'N8315C', 'BWI', 'MCO', 650, 643.0, -7.0, 10.0, 653.0, 160.0, 133.0, 115.0, 787, 848.0, 8.0, 930, 856.0, -34.0, 0, 0, None, None, None, None, None, None), (759, 2015, 1, 1, 4, 'WN', 739, 'N927WN', 'MSY', 'ATL', 650, 647.0, -3.0, 6.0, 653.0, 85.0, 72.0, 60.0, 425, 853.0, 6.0, 915, 859.0, -16.0, 0, 0, None, None, None, None, None, None), (760, 2015, 1, 1, 4, 'WN', 2964, 'N481WN', 'PHX', 'DAL', 650, 654.0, 4.0, 16.0, 710.0, 130.0, 130.0, 111.0, 879, 1001.0, 3.0, 1000, 1004.0, 4.0, 0, 0, None, None, None, None, None, None), (761, 2015, 1, 1, 4, 'UA', 1291, 'N33209', 'FLL', 'ORD', 650, 645.0, -5.0, 14.0, 659.0, 202.0, 207.0, 175.0, 1182, 854.0, 18.0, 912, 912.0, 0.0, 0, 0, None, None, None, None, None, None), (762, 2015, 1, 1, 4, 'US', 408, 'N521UW', 'PHL', 'PHX', 650, 640.0, -10.0, 19.0, 659.0, 325.0, 351.0, 327.0, 2075, 1026.0, 5.0, 1015, 1031.0, 16.0, 0, 0, None, 16.0, 0.0, 0.0, 0.0, 0.0), (763, 2015, 1, 1, 4, 'AA', 338, 'N3DJAA', 'LAX', 'SFO', 650, 644.0, -6.0, 21.0, 705.0, 80.0, 79.0, 55.0, 337, 800.0, 3.0, 810, 803.0, -7.0, 0, 0, None, None, None, None, None, None), (764, 2015, 1, 1, 4, 'AA', 1371, 'N477AA', 'MEM', 'DFW', 650, 641.0, -9.0, 14.0, 655.0, 105.0, 101.0, 78.0, 432, 813.0, 9.0, 835, 822.0, -13.0, 0, 0, None, None, None, None, None, None), (765, 2015, 1, 1, 4, 'AA', 1318, 'N5CDAA', 'BOS', 'DFW', 650, 645.0, -5.0, 21.0, 706.0, 280.0, 287.0, 256.0, 1562, 1022.0, 10.0, 1030, 1032.0, 2.0, 0, 0, None, None, None, None, None, None), (766, 2015, 1, 1, 4, 'AA', 1595, 'N553AA', 'AUS', 'DFW', 650, 647.0, -3.0, 14.0, 701.0, 65.0, 53.0, 33.0, 190, 734.0, 6.0, 755, 740.0, -15.0, 0, 0, None, None, None, None, None, None), (767, 2015, 1, 1, 4, 'AA', 2226, 'N426AA', 'DFW', 'TPA', 650, 800.0, 70.0, 17.0, 817.0, 135.0, 135.0, 114.0, 929, 1111.0, 4.0, 1005, 1115.0, 70.0, 0, 0, None, 0.0, 0.0, 70.0, 0.0, 0.0), (768, 2015, 1, 1, 4, 'AA', 2429, 'N4XPAA', 'CLE', 'DFW', 650, 653.0, 3.0, 9.0, 702.0, 195.0, 177.0, 159.0, 1021, 841.0, 9.0, 905, 850.0, -15.0, 0, 0, None, None, None, None, None, None), (769, 2015, 1, 1, 4, 'AA', 2424, 'N3DLAA', 'LAX', 'DFW', 650, 641.0, -9.0, 18.0, 659.0, 180.0, 188.0, 146.0, 1235, 1125.0, 24.0, 1150, 1149.0, -1.0, 0, 0, None, None, None, None, None, None), (770, 2015, 1, 1, 4, 'AS', 321, 'N613AS', 'SJC', 'SEA', 650, 647.0, -3.0, 8.0, 655.0, 124.0, 113.0, 100.0, 697, 835.0, 5.0, 854, 840.0, -14.0, 0, 0, None, None, None, None, None, None), (771, 2015, 1, 1, 4, 'AS', 582, 'N611AS', 'PDX', 'SNA', 650, 649.0, -1.0, 9.0, 658.0, 139.0, 130.0, 117.0, 859, 855.0, 4.0, 909, 859.0, -10.0, 0, 0, None, None, None, None, None, None), (772, 2015, 1, 1, 4, 'AS', 629, 'N626AS', 'LAS', 'PDX', 650, 637.0, -13.0, 14.0, 651.0, 136.0, 131.0, 114.0, 763, 845.0, 3.0, 906, 848.0, -18.0, 0, 0, None, None, None, None, None, None), (773, 2015, 1, 1, 4, 'AS', 805, 'N588AS', 'SEA', 'SMF', 650, 644.0, -6.0, 14.0, 658.0, 110.0, 102.0, 80.0, 605, 818.0, 8.0, 840, 826.0, -14.0, 0, 0, None, None, None, None, None, None), (774, 2015, 1, 1, 4, 'B6', 148, 'N659JB', 'LGB', 'OAK', 650, 648.0, -2.0, 12.0, 700.0, 82.0, 75.0, 59.0, 353, 759.0, 4.0, 812, 803.0, -9.0, 0, 0, None, None, None, None, None, None), (775, 2015, 1, 1, 4, 'DL', 476, 'N196DN', 'LAX', 'JFK', 650, 650.0, 0.0, 25.0, 715.0, 319.0, 308.0, 274.0, 2475, 1449.0, 9.0, 1509, 1458.0, -11.0, 0, 0, None, None, None, None, None, None), (776, 2015, 1, 1, 4, 'DL', 1085, 'N994AT', 'AVL', 'ATL', 650, 658.0, 8.0, 24.0, 722.0, 65.0, 56.0, 30.0, 164, 752.0, 2.0, 755, 754.0, -1.0, 0, 0, None, None, None, None, None, None), (777, 2015, 1, 1, 4, 'DL', 2512, 'N937AT', 'HSV', 'ATL', 650, 651.0, 1.0, 10.0, 701.0, 68.0, 59.0, 30.0, 151, 831.0, 19.0, 858, 850.0, -8.0, 0, 0, None, None, None, None, None, None), (778, 2015, 1, 1, 4, 'EV', 6175, 'N13124', 'BNA', 'ORD', 650, 644.0, -6.0, 29.0, 713.0, 110.0, 111.0, 73.0, 409, 826.0, 9.0, 840, 835.0, -5.0, 0, 0, None, None, None, None, None, None), (779, 2015, 1, 1, 4, 'MQ', 3082, 'N918MQ', 'SAF', 'DFW', 650, None, None, None, None, 95.0, None, None, 551, None, None, 925, None, None, 0, 1, 'B', None, None, None, None, None), (780, 2015, 1, 1, 4, 'MQ', 2973, 'N628MQ', 'GRR', 'DFW', 650, None, None, None, None, 195.0, None, None, 931, None, None, 905, None, None, 0, 1, 'B', None, None, None, None, None), (781, 2015, 1, 1, 4, 'MQ', 3294, 'N509MQ', 'XNA', 'ORD', 650, 700.0, 10.0, 12.0, 712.0, 110.0, 90.0, 70.0, 522, 822.0, 8.0, 840, 830.0, -10.0, 0, 0, None, None, None, None, None, None), (782, 2015, 1, 1, 4, 'MQ', 3268, 'N694MQ', 'SUX', 'ORD', 650, 646.0, -4.0, 32.0, 718.0, 100.0, 99.0, 61.0, 436, 819.0, 6.0, 830, 825.0, -5.0, 0, 0, None, None, None, None, None, None), (783, 2015, 1, 1, 4, 'MQ', 3419, 'N939MQ', 'LFT', 'DFW', 650, None, None, None, None, 85.0, None, None, 351, None, None, 815, None, None, 0, 1, 'B', None, None, None, None, None), (784, 2015, 1, 1, 4, 'NK', 729, 'N629NK', 'ORD', 'TPA', 650, 724.0, 34.0, 9.0, 733.0, 163.0, 143.0, 127.0, 1012, 1040.0, 7.0, 1033, 1047.0, 14.0, 0, 0, None, None, None, None, None, None), (785, 2015, 1, 1, 4, 'OO', 5536, 'N779SK', 'PSP', 'IAH', 650, 801.0, 71.0, 10.0, 811.0, 178.0, 162.0, 147.0, 1269, 1238.0, 5.0, 1148, 1243.0, 55.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 55.0), (786, 2015, 1, 1, 4, 'OO', 5428, 'N679SA', 'HYS', 'DEN', 650, 650.0, 0.0, 23.0, 713.0, 74.0, 85.0, 53.0, 298, 706.0, 9.0, 704, 715.0, 11.0, 0, 0, None, None, None, None, None, None), (787, 2015, 1, 1, 4, 'UA', 464, 'N434UA', 'BOS', 'EWR', 651, 652.0, 1.0, 13.0, 705.0, 86.0, 69.0, 45.0, 200, 750.0, 11.0, 817, 801.0, -16.0, 0, 0, None, None, None, None, None, None), (788, 2015, 1, 1, 4, 'HA', 332, 'N483HA', 'HNL', 'ITO', 651, 738.0, 47.0, 17.0, 755.0, 50.0, 56.0, 33.0, 216, 828.0, 6.0, 741, 834.0, 53.0, 0, 0, None, 0.0, 0.0, 53.0, 0.0, 0.0), (789, 2015, 1, 1, 4, 'AA', 1101, 'N5ENAA', 'JFK', 'MIA', 652, 649.0, -3.0, 29.0, 718.0, 198.0, 194.0, 153.0, 1089, 951.0, 12.0, 1010, 1003.0, -7.0, 0, 0, None, None, None, None, None, None), (790, 2015, 1, 1, 4, 'NK', 111, 'N522NK', 'DTW', 'LAS', 652, 714.0, 22.0, 11.0, 725.0, 273.0, 277.0, 262.0, 1749, 847.0, 4.0, 825, 851.0, 26.0, 0, 0, None, 26.0, 0.0, 0.0, 0.0, 0.0), (791, 2015, 1, 1, 4, 'UA', 1077, 'N37462', 'EWR', 'MIA', 653, 649.0, -4.0, 11.0, 700.0, 178.0, 167.0, 152.0, 1085, 932.0, 4.0, 951, 936.0, -15.0, 0, 0, None, None, None, None, None, None), (792, 2015, 1, 1, 4, 'UA', 1510, 'N37255', 'SAN', 'IAH', 653, 655.0, 2.0, 14.0, 709.0, 188.0, 176.0, 151.0, 1303, 1140.0, 11.0, 1201, 1151.0, -10.0, 0, 0, None, None, None, None, None, None), (793, 2015, 1, 1, 4, 'UA', 204, 'N810UA', 'DFW', 'IAH', 654, 653.0, -1.0, 15.0, 708.0, 69.0, 69.0, 43.0, 224, 751.0, 11.0, 803, 802.0, -1.0, 0, 0, None, None, None, None, None, None), (794, 2015, 1, 1, 4, 'US', 773, 'N701UW', 'RIC', 'CLT', 655, 645.0, -10.0, 17.0, 702.0, 77.0, 74.0, 54.0, 257, 756.0, 3.0, 812, 759.0, -13.0, 0, 0, None, None, None, None, None, None), (795, 2015, 1, 1, 4, 'US', 1960, 'N644AW', 'TPA', 'CLT', 655, 654.0, -1.0, 11.0, 705.0, 100.0, 94.0, 74.0, 507, 819.0, 9.0, 835, 828.0, -7.0, 0, 0, None, None, None, None, None, None), (796, 2015, 1, 1, 4, 'UA', 670, 'N457UA', 'TPA', 'EWR', 655, 654.0, -1.0, 13.0, 707.0, 155.0, 155.0, 133.0, 997, 920.0, 9.0, 930, 929.0, -1.0, 0, 0, None, None, None, None, None, None), (797, 2015, 1, 1, 4, 'WN', 707, 'N706SW', 'CAK', 'ATL', 655, 651.0, -4.0, 12.0, 703.0, 120.0, 94.0, 77.0, 528, 820.0, 5.0, 855, 825.0, -30.0, 0, 0, None, None, None, None, None, None), (798, 2015, 1, 1, 4, 'WN', 537, 'N799SW', 'MCO', 'ATL', 655, 651.0, -4.0, 12.0, 703.0, 95.0, 95.0, 63.0, 404, 806.0, 20.0, 830, 826.0, -4.0, 0, 0, None, None, None, None, None, None), (799, 2015, 1, 1, 4, 'WN', 897, 'N427WN', 'ABQ', 'DAL', 655, 655.0, 0.0, 24.0, 719.0, 105.0, 108.0, 81.0, 580, 940.0, 3.0, 940, 943.0, 3.0, 0, 0, None, None, None, None, None, None), (800, 2015, 1, 1, 4, 'WN', 753, 'N443WN', 'PVD', 'FLL', 655, 656.0, 1.0, 7.0, 703.0, 200.0, 179.0, 169.0, 1188, 952.0, 3.0, 1015, 955.0, -20.0, 0, 0, None, None, None, None, None, None), (801, 2015, 1, 1, 4, 'WN', 969, 'N268WN', 'PHL', 'FLL', 655, 651.0, -4.0, 9.0, 700.0, 170.0, 150.0, 137.0, 992, 917.0, 4.0, 945, 921.0, -24.0, 0, 0, None, None, None, None, None, None), (802, 2015, 1, 1, 4, 'WN', 4120, 'N247WN', 'PHL', 'LAS', 655, 653.0, -2.0, 14.0, 707.0, 345.0, 339.0, 321.0, 2176, 928.0, 4.0, 940, 932.0, -8.0, 0, 0, None, None, None, None, None, None), (803, 2015, 1, 1, 4, 'AA', 299, 'N857AA', 'MIA', 'DEN', 655, 659.0, 4.0, 15.0, 714.0, 267.0, 264.0, 242.0, 1709, 916.0, 7.0, 922, 923.0, 1.0, 0, 0, None, None, None, None, None, None), (804, 2015, 1, 1, 4, 'AA', 367, 'N494AA', 'TUL', 'DFW', 655, None, None, None, None, 75.0, None, None, 237, None, None, 810, None, None, 0, 1, 'A', None, None, None, None, None), (805, 2015, 1, 1, 4, 'AA', 222, 'N3JSAA', 'LAX', 'BOS', 655, 650.0, -5.0, 17.0, 707.0, 320.0, 292.0, 271.0, 2611, 1438.0, 4.0, 1515, 1442.0, -33.0, 0, 0, None, None, None, None, None, None), (806, 2015, 1, 1, 4, 'AA', 1104, 'N3LAAA', 'DFW', 'LGA', 655, 647.0, -8.0, 15.0, 702.0, 190.0, 176.0, 157.0, 1389, 1039.0, 4.0, 1105, 1043.0, -22.0, 0, 0, None, None, None, None, None, None), (807, 2015, 1, 1, 4, 'AA', 1373, 'N549AA', 'BWI', 'DFW', 655, 647.0, -8.0, 17.0, 704.0, 220.0, 230.0, 202.0, 1217, 926.0, 11.0, 935, 937.0, 2.0, 0, 0, None, None, None, None, None, None), (808, 2015, 1, 1, 4, 'AA', 2401, 'N858AA', 'DFW', 'LAX', 655, None, None, None, None, 205.0, None, None, 1235, None, None, 820, None, None, 0, 1, 'B', None, None, None, None, None), (809, 2015, 1, 1, 4, 'B6', 16, 'N934JB', 'SFO', 'JFK', 655, 652.0, -3.0, 10.0, 702.0, 322.0, 316.0, 299.0, 2586, 1501.0, 7.0, 1517, 1508.0, -9.0, 0, 0, None, None, None, None, None, None), (810, 2015, 1, 1, 4, 'DL', 1071, 'N932DN', 'MKE', 'MSP', 655, 653.0, -2.0, 27.0, 720.0, 90.0, 82.0, 52.0, 297, 812.0, 3.0, 825, 815.0, -10.0, 0, 0, None, None, None, None, None, None), (811, 2015, 1, 1, 4, 'DL', 2090, 'N698DL', 'PDX', 'MSP', 655, 652.0, -3.0, 12.0, 704.0, 203.0, 194.0, 174.0, 1426, 1158.0, 8.0, 1218, 1206.0, -12.0, 0, 0, None, None, None, None, None, None), (812, 2015, 1, 1, 4, 'B6', 2324, 'N206JB', 'MCO', 'DCA', 655, 651.0, -4.0, 14.0, 705.0, 124.0, 120.0, 103.0, 759, 848.0, 3.0, 859, 851.0, -8.0, 0, 0, None, None, None, None, None, None), (813, 2015, 1, 1, 4, 'B6', 2702, 'N571JB', 'JFK', 'BUF', 655, 645.0, -10.0, 18.0, 703.0, 94.0, 82.0, 62.0, 301, 805.0, 2.0, 829, 807.0, -22.0, 0, 0, None, None, None, None, None, None), (814, 2015, 1, 1, 4, 'DL', 1651, 'N954DN', 'MSP', 'LAS', 655, 652.0, -3.0, 13.0, 705.0, 218.0, 180.0, 160.0, 1299, 745.0, 7.0, 833, 752.0, -41.0, 0, 0, None, None, None, None, None, None), (815, 2015, 1, 1, 4, 'DL', 1818, 'N555NW', 'ATL', 'MCO', 655, 654.0, -1.0, 14.0, 708.0, 87.0, 81.0, 59.0, 404, 807.0, 8.0, 822, 815.0, -7.0, 0, 0, None, None, None, None, None, None), (816, 2015, 1, 1, 4, 'EV', 3924, 'N14960', 'MFE', 'IAH', 655, 647.0, -8.0, 14.0, 701.0, 74.0, 69.0, 50.0, 316, 751.0, 5.0, 809, 756.0, -13.0, 0, 0, None, None, None, None, None, None), (817, 2015, 1, 1, 4, 'F9', 907, 'N926FR', 'TTN', 'RDU', 655, 719.0, 24.0, 9.0, 728.0, 93.0, 72.0, 59.0, 373, 827.0, 4.0, 828, 831.0, 3.0, 0, 0, None, None, None, None, None, None), (818, 2015, 1, 1, 4, 'MQ', 3063, 'N511MQ', 'ELP', 'ORD', 655, None, None, None, None, 175.0, None, None, 1236, None, None, 1050, None, None, 0, 1, 'A', None, None, None, None, None), (819, 2015, 1, 1, 4, 'MQ', 3110, 'N688MQ', 'HSV', 'ORD', 655, 657.0, 2.0, 12.0, 709.0, 130.0, 109.0, 87.0, 510, 836.0, 10.0, 905, 846.0, -19.0, 0, 0, None, None, None, None, None, None), (820, 2015, 1, 1, 4, 'MQ', 3188, 'N507MQ', 'ABQ', 'ORD', 655, 712.0, 17.0, 21.0, 733.0, 155.0, 173.0, 119.0, 1118, 1032.0, 33.0, 1030, 1105.0, 35.0, 0, 0, None, 18.0, 0.0, 17.0, 0.0, 0.0), (821, 2015, 1, 1, 4, 'UA', 821, 'N490UA', 'RDU', 'SFO', 657, 657.0, 0.0, 17.0, 714.0, 361.0, 356.0, 328.0, 2400, 942.0, 11.0, 958, 953.0, -5.0, 0, 0, None, None, None, None, None, None), (822, 2015, 1, 1, 4, 'UA', 312, 'N833UA', 'EWR', 'LAX', 659, 656.0, -3.0, 15.0, 711.0, 386.0, 384.0, 340.0, 2454, 951.0, 29.0, 1025, 1020.0, -5.0, 0, 0, None, None, None, None, None, None), (823, 2015, 1, 1, 4, 'US', 823, 'N128UW', 'DCA', 'CLT', 659, 655.0, -4.0, 12.0, 707.0, 89.0, 78.0, 63.0, 331, 810.0, 3.0, 828, 813.0, -15.0, 0, 0, None, None, None, None, None, None), (824, 2015, 1, 1, 4, 'UA', 1052, 'N69838', 'MCO', 'EWR', 659, 658.0, -1.0, 10.0, 708.0, 152.0, 146.0, 127.0, 937, 915.0, 9.0, 931, 924.0, -7.0, 0, 0, None, None, None, None, None, None), (825, 2015, 1, 1, 4, 'AA', 1553, 'N3JNAA', 'DCA', 'MIA', 659, 653.0, -6.0, 11.0, 704.0, 165.0, 151.0, 129.0, 919, 913.0, 11.0, 944, 924.0, -20.0, 0, 0, None, None, None, None, None, None), (826, 2015, 1, 1, 4, 'B6', 15, 'N944JB', 'JFK', 'SFO', 659, 659.0, 0.0, 16.0, 715.0, 404.0, 380.0, 350.0, 2586, 1005.0, 14.0, 1043, 1019.0, -24.0, 0, 0, None, None, None, None, None, None), (827, 2015, 1, 1, 4, 'B6', 453, 'N652JB', 'JFK', 'PBI', 659, 655.0, -4.0, 13.0, 708.0, 183.0, 164.0, 143.0, 1028, 931.0, 8.0, 1002, 939.0, -23.0, 0, 0, None, None, None, None, None, None), (828, 2015, 1, 1, 4, 'DL', 1547, 'N997DL', 'LGA', 'ATL', 659, 658.0, -1.0, 15.0, 713.0, 164.0, 134.0, 115.0, 762, 908.0, 4.0, 943, 912.0, -31.0, 0, 0, None, None, None, None, None, None), (829, 2015, 1, 1, 4, 'OO', 6618, 'N506CA', 'PSP', 'PHX', 659, 658.0, -1.0, 7.0, 705.0, 68.0, 58.0, 41.0, 261, 846.0, 10.0, 907, 856.0, -11.0, 0, 0, None, None, None, None, None, None), (830, 2015, 1, 1, 4, 'OO', 5366, 'N930EV', 'DVL', 'JMS', 700, None, None, None, None, 38.0, None, None, 83, None, None, 738, None, None, 0, 1, 'B', None, None, None, None, None), (831, 2015, 1, 1, 4, 'UA', 356, 'N432UA', 'ALB', 'ORD', 700, 710.0, 10.0, 11.0, 721.0, 159.0, 150.0, 130.0, 723, 831.0, 9.0, 839, 840.0, 1.0, 0, 0, None, None, None, None, None, None), (832, 2015, 1, 1, 4, 'UA', 392, 'N456UA', 'PDX', 'SFO', 700, 658.0, -2.0, 15.0, 713.0, 113.0, 98.0, 78.0, 550, 831.0, 5.0, 853, 836.0, -17.0, 0, 0, None, None, None, None, None, None), (833, 2015, 1, 1, 4, 'UA', 417, 'N429UA', 'EWR', 'TPA', 700, 659.0, -1.0, 9.0, 708.0, 181.0, 163.0, 149.0, 997, 937.0, 5.0, 1001, 942.0, -19.0, 0, 0, None, None, None, None, None, None), (834, 2015, 1, 1, 4, 'US', 852, 'N715UW', 'JAX', 'CLT', 700, 655.0, -5.0, 14.0, 709.0, 87.0, 72.0, 53.0, 328, 802.0, 5.0, 827, 807.0, -20.0, 0, 0, None, None, None, None, None, None), (835, 2015, 1, 1, 4, 'US', 1722, 'N825AW', 'CLE', 'CLT', 700, 652.0, -8.0, 11.0, 703.0, 103.0, 87.0, 68.0, 430, 811.0, 8.0, 843, 819.0, -24.0, 0, 0, None, None, None, None, None, None), (836, 2015, 1, 1, 4, 'US', 1877, 'N826AW', 'CLT', 'MIA', 700, 654.0, -6.0, 23.0, 717.0, 119.0, 118.0, 91.0, 650, 848.0, 4.0, 859, 852.0, -7.0, 0, 0, None, None, None, None, None, None), (837, 2015, 1, 1, 4, 'US', 1961, 'N566UW', 'IAH', 'CLT', 700, 656.0, -4.0, 12.0, 708.0, 142.0, 137.0, 105.0, 912, 953.0, 20.0, 1022, 1013.0, -9.0, 0, 0, None, None, None, None, None, None), (838, 2015, 1, 1, 4, 'US', 1978, 'N827AW', 'IND', 'CLT', 700, 657.0, -3.0, 13.0, 710.0, 98.0, 84.0, 63.0, 427, 813.0, 8.0, 838, 821.0, -17.0, 0, 0, None, None, None, None, None, None), (839, 2015, 1, 1, 4, 'US', 2064, 'N538UW', 'DFW', 'CLT', 700, 655.0, -5.0, 35.0, 730.0, 148.0, 155.0, 112.0, 936, 1022.0, 8.0, 1028, 1030.0, 2.0, 0, 0, None, None, None, None, None, None), (840, 2015, 1, 1, 4, 'UA', 463, 'N482UA', 'LGA', 'ORD', 700, 658.0, -2.0, 13.0, 711.0, 159.0, 156.0, 136.0, 733, 827.0, 7.0, 839, 834.0, -5.0, 0, 0, None, None, None, None, None, None), (841, 2015, 1, 1, 4, 'UA', 514, 'N411UA', 'BOS', 'IAH', 700, 656.0, -4.0, 15.0, 711.0, 273.0, 261.0, 236.0, 1597, 1007.0, 10.0, 1033, 1017.0, -16.0, 0, 0, None, None, None, None, None, None), (842, 2015, 1, 1, 4, 'UA', 521, 'N854UA', 'BOS', 'ORD', 700, 700.0, 0.0, 32.0, 732.0, 178.0, 191.0, 154.0, 867, 906.0, 5.0, 858, 911.0, 13.0, 0, 0, None, None, None, None, None, None), (843, 2015, 1, 1, 4, 'UA', 736, 'N522UA', 'SFO', 'EWR', 700, 659.0, -1.0, 21.0, 720.0, 326.0, 315.0, 286.0, 2565, 1506.0, 8.0, 1526, 1514.0, -12.0, 0, 0, None, None, None, None, None, None), (844, 2015, 1, 1, 4, 'UA', 795, 'N843UA', 'SNA', 'DEN', 700, 701.0, 1.0, 13.0, 714.0, 142.0, 148.0, 111.0, 846, 1005.0, 24.0, 1022, 1029.0, 7.0, 0, 0, None, None, None, None, None, None), (845, 2015, 1, 1, 4, 'UA', 1027, 'N38424', 'SFO', 'IAH', 700, 658.0, -2.0, 12.0, 710.0, 232.0, 217.0, 199.0, 1635, 1229.0, 6.0, 1252, 1235.0, -17.0, 0, 0, None, None, None, None, None, None), (846, 2015, 1, 1, 4, 'VX', 399, 'N852VA', 'JFK', 'LAX', 700, 655.0, -5.0, 18.0, 713.0, 385.0, 392.0, 360.0, 2475, 1013.0, 14.0, 1025, 1027.0, 2.0, 0, 0, None, None, None, None, None, None), (847, 2015, 1, 1, 4, 'VX', 897, 'N845VA', 'LAS', 'SFO', 700, 659.0, -1.0, 13.0, 712.0, 85.0, 80.0, 61.0, 414, 813.0, 6.0, 825, 819.0, -6.0, 0, 0, None, None, None, None, None, None), (848, 2015, 1, 1, 4, 'WN', 473, 'N423WN', 'BUF', 'FLL', 700, 700.0, 0.0, 29.0, 729.0, 195.0, 192.0, 158.0, 1165, 1007.0, 5.0, 1015, 1012.0, -3.0, 0, 0, None, None, None, None, None, None), (849, 2015, 1, 1, 4, 'WN', 309, 'N657SW', 'BWI', 'HOU', 700, 658.0, -2.0, 9.0, 707.0, 220.0, 211.0, 198.0, 1246, 925.0, 4.0, 940, 929.0, -11.0, 0, 0, None, None, None, None, None, None), (850, 2015, 1, 1, 4, 'WN', 369, 'N8312C', 'BWI', 'LAS', 700, 655.0, -5.0, 11.0, 706.0, 330.0, 321.0, 301.0, 2106, 907.0, 9.0, 930, 916.0, -14.0, 0, 0, None, None, None, None, None, None), (851, 2015, 1, 1, 4, 'WN', 4635, 'N8305E', 'CLE', 'PHX', 700, 700.0, 0.0, 11.0, 711.0, 280.0, 287.0, 271.0, 1737, 942.0, 5.0, 940, 947.0, 7.0, 0, 0, None, None, None, None, None, None), (852, 2015, 1, 1, 4, 'WN', 1019, 'N792SW', 'DCA', 'DAL', 700, 655.0, -5.0, 14.0, 709.0, 210.0, 227.0, 208.0, 1184, 937.0, 5.0, 930, 942.0, 12.0, 0, 0, None, None, None, None, None, None), (853, 2015, 1, 1, 4, 'WN', 194, 'N939WN', 'ISP', 'FLL', 700, 704.0, 4.0, 15.0, 719.0, 185.0, 179.0, 159.0, 1092, 958.0, 5.0, 1005, 1003.0, -2.0, 0, 0, None, None, None, None, None, None), (854, 2015, 1, 1, 4, 'WN', 2511, 'N7735A', 'MDW', 'DAL', 700, 703.0, 3.0, 9.0, 712.0, 150.0, 143.0, 129.0, 793, 921.0, 5.0, 930, 926.0, -4.0, 0, 0, None, None, None, None, None, None), (855, 2015, 1, 1, 4, 'WN', 767, 'N497WN', 'MDW', 'TPA', 700, 659.0, -1.0, 16.0, 715.0, 165.0, 152.0, 132.0, 997, 1027.0, 4.0, 1045, 1031.0, -14.0, 0, 0, None, None, None, None, None, None), (856, 2015, 1, 1, 4, 'WN', 390, 'N283WN', 'MSP', 'MDW', 700, 656.0, -4.0, 10.0, 706.0, 95.0, 76.0, 58.0, 349, 804.0, 8.0, 835, 812.0, -23.0, 0, 0, None, None, None, None, None, None), (857, 2015, 1, 1, 4, 'WN', 443, 'N628SW', 'PIT', 'MCO', 700, 658.0, -2.0, 9.0, 707.0, 150.0, 130.0, 114.0, 834, 901.0, 7.0, 930, 908.0, -22.0, 0, 0, None, None, None, None, None, None), (858, 2015, 1, 1, 4, 'WN', 921, 'N962WN', 'SAT', 'BNA', 700, 655.0, -5.0, 10.0, 705.0, 120.0, 109.0, 94.0, 822, 839.0, 5.0, 900, 844.0, -16.0, 0, 0, None, None, None, None, None, None), (859, 2015, 1, 1, 4, 'WN', 2373, 'N237WN', 'HOU', 'MCO', 700, 700.0, 0.0, 11.0, 711.0, 130.0, 124.0, 103.0, 849, 954.0, 10.0, 1010, 1004.0, -6.0, 0, 0, None, None, None, None, None, None), (860, 2015, 1, 1, 4, 'UA', 1195, 'N57864', 'MCO', 'SFO', 700, 1228.0, 328.0, 13.0, 1241.0, 360.0, 338.0, 317.0, 2446, 1458.0, 8.0, 1000, 1506.0, 306.0, 0, 0, None, 0.0, 0.0, 0.0, 306.0, 0.0), (861, 2015, 1, 1, 4, 'UA', 1697, 'N14107', 'EWR', 'DEN', 700, 706.0, 6.0, 19.0, 725.0, 270.0, 277.0, 250.0, 1605, 935.0, 8.0, 930, 943.0, 13.0, 0, 0, None, None, None, None, None, None), (862, 2015, 1, 1, 4, 'US', 424, 'N161UW', 'ORD', 'PHX', 700, 658.0, -2.0, 10.0, 708.0, 243.0, 240.0, 212.0, 1440, 940.0, 18.0, 1003, 958.0, -5.0, 0, 0, None, None, None, None, None, None), (863, 2015, 1, 1, 4, 'US', 461, 'N540UW', 'ATL', 'CLT', 700, 658.0, -2.0, 15.0, 713.0, 72.0, 63.0, 38.0, 226, 751.0, 10.0, 812, 801.0, -11.0, 0, 0, None, None, None, None, None, None), (864, 2015, 1, 1, 4, 'US', 568, 'N565UW', 'SLC', 'PHX', 700, 701.0, 1.0, 29.0, 730.0, 109.0, 109.0, 68.0, 507, 838.0, 12.0, 849, 850.0, 1.0, 0, 0, None, None, None, None, None, None), (865, 2015, 1, 1, 4, 'US', 590, 'N758US', 'BOI', 'PHX', 700, 659.0, -1.0, 30.0, 729.0, 128.0, 131.0, 97.0, 735, 906.0, 4.0, 908, 910.0, 2.0, 0, 0, None, None, None, None, None, None), (866, 2015, 1, 1, 4, 'US', 621, 'N185UW', 'DCA', 'PHX', 700, 701.0, 1.0, 15.0, 716.0, 320.0, 324.0, 306.0, 1979, 1022.0, 3.0, 1020, 1025.0, 5.0, 0, 0, None, None, None, None, None, None), (867, 2015, 1, 1, 4, 'AA', 9, 'N792AA', 'JFK', 'LAX', 700, 649.0, -11.0, 22.0, 711.0, 380.0, 397.0, 368.0, 2475, 1019.0, 7.0, 1020, 1026.0, 6.0, 0, 0, None, None, None, None, None, None), (868, 2015, 1, 1, 4, 'AA', 17, 'N019AA', 'ATL', 'MIA', 700, 656.0, -4.0, 15.0, 711.0, 112.0, 106.0, 82.0, 594, 833.0, 9.0, 852, 842.0, -10.0, 0, 0, None, None, None, None, None, None), (869, 2015, 1, 1, 4, 'AA', 118, 'N788AA', 'LAX', 'JFK', 700, 650.0, -10.0, 13.0, 703.0, 325.0, 286.0, 268.0, 2475, 1431.0, 5.0, 1525, 1436.0, -49.0, 0, 0, None, None, None, None, None, None), (870, 2015, 1, 1, 4, 'AA', 68, 'N5EGAA', 'SFO', 'MIA', 700, 703.0, 3.0, 14.0, 717.0, 324.0, 317.0, 295.0, 2585, 1512.0, 8.0, 1524, 1520.0, -4.0, 0, 0, None, None, None, None, None, None), (871, 2015, 1, 1, 4, 'AA', 201, 'N3LJAA', 'BOS', 'LAX', 700, 653.0, -7.0, 16.0, 709.0, 395.0, 412.0, 390.0, 2611, 1039.0, 6.0, 1035, 1045.0, 10.0, 0, 0, None, None, None, None, None, None), (872, 2015, 1, 1, 4, 'AA', 204, 'N5DXAA', 'MIA', 'LAS', 700, 657.0, -3.0, 20.0, 717.0, 328.0, 337.0, 308.0, 2174, 925.0, 9.0, 928, 934.0, 6.0, 0, 0, None, None, None, None, None, None), (873, 2015, 1, 1, 4, 'AA', 309, 'N4YDAA', 'DFW', 'BNA', 700, 652.0, -8.0, 31.0, 723.0, 100.0, 112.0, 74.0, 631, 837.0, 7.0, 840, 844.0, 4.0, 0, 0, None, None, None, None, None, None), (874, 2015, 1, 1, 4, 'AA', 315, 'N3MAAA', 'LGA', 'ORD', 700, 658.0, -2.0, 16.0, 714.0, 165.0, 165.0, 136.0, 733, 830.0, 13.0, 845, 843.0, -2.0, 0, 0, None, None, None, None, None, None), (875, 2015, 1, 1, 4, 'AA', 1242, 'N489AA', 'FAT', 'DFW', 700, 745.0, 45.0, 12.0, 757.0, 195.0, 195.0, 170.0, 1313, 1247.0, 13.0, 1215, 1300.0, 45.0, 0, 0, None, 0.0, 0.0, 45.0, 0.0, 0.0), (876, 2015, 1, 1, 4, 'AA', 1247, 'N3CHAA', 'BOS', 'ORD', 700, 659.0, -1.0, 26.0, 725.0, 185.0, 191.0, 149.0, 867, 854.0, 16.0, 905, 910.0, 5.0, 0, 0, None, None, None, None, None, None), (877, 2015, 1, 1, 4, 'AA', 1258, 'N491AA', 'LAS', 'DFW', 700, 656.0, -4.0, 17.0, 713.0, 165.0, 163.0, 136.0, 1055, 1129.0, 10.0, 1145, 1139.0, -6.0, 0, 0, None, None, None, None, None, None), (878, 2015, 1, 1, 4, 'AA', 1273, 'N023AA', 'MIA', 'IAH', 700, 823.0, 83.0, 18.0, 841.0, 178.0, 207.0, 155.0, 964, 1016.0, 34.0, 858, 1050.0, 112.0, 0, 0, None, 29.0, 0.0, 83.0, 0.0, 0.0), (879, 2015, 1, 1, 4, 'AA', 1354, 'N504AA', 'DFW', 'MCO', 700, 655.0, -5.0, 17.0, 712.0, 150.0, 144.0, 123.0, 985, 1015.0, 4.0, 1030, 1019.0, -11.0, 0, 0, None, None, None, None, None, None), (880, 2015, 1, 1, 4, 'AA', 1529, 'N5DHAA', 'MCO', 'LAX', 700, 658.0, -2.0, 15.0, 713.0, 335.0, 328.0, 306.0, 2218, 919.0, 7.0, 935, 926.0, -9.0, 0, 0, None, None, None, None, None, None), (881, 2015, 1, 1, 4, 'AA', 1582, 'N5EYAA', 'MIA', 'BOS', 700, 656.0, -4.0, 10.0, 706.0, 193.0, 182.0, 167.0, 1258, 953.0, 5.0, 1013, 958.0, -15.0, 0, 0, None, None, None, None, None, None), (882, 2015, 1, 1, 4, 'AA', 1699, 'N425AA', 'TPA', 'DFW', 700, 656.0, -4.0, 3.0, 659.0, 170.0, 164.0, 150.0, 929, 829.0, 11.0, 850, 840.0, -10.0, 0, 0, None, None, None, None, None, None), (883, 2015, 1, 1, 4, 'AA', 1507, 'N3KXAA', 'SEA', 'DFW', 700, 656.0, -4.0, 12.0, 708.0, 230.0, 258.0, 213.0, 1660, 1241.0, 33.0, 1250, 1314.0, 24.0, 0, 0, None, 24.0, 0.0, 0.0, 0.0, 0.0), (884, 2015, 1, 1, 4, 'AA', 1513, 'N008AA', 'DFW', 'ATL', 700, 655.0, -5.0, 11.0, 706.0, 125.0, 105.0, 89.0, 731, 935.0, 5.0, 1005, 940.0, -25.0, 0, 0, None, None, None, None, None, None), (885, 2015, 1, 1, 4, 'AA', 1648, 'N571AA', 'TUS', 'DFW', 700, None, None, None, None, 130.0, None, None, 813, None, None, 1010, None, None, 0, 1, 'B', None, None, None, None, None), (886, 2015, 1, 1, 4, 'AA', 2291, 'N859AA', 'DFW', 'MIA', 700, None, None, None, None, 163.0, None, None, 1121, None, None, 1043, None, None, 0, 1, 'B', None, None, None, None, None), (887, 2015, 1, 1, 4, 'AA', 2451, 'N3HTAA', 'LGA', 'MIA', 700, 656.0, -4.0, 12.0, 708.0, 197.0, 181.0, 151.0, 1096, 939.0, 18.0, 1017, 957.0, -20.0, 0, 0, None, None, None, None, None, None), (888, 2015, 1, 1, 4, 'AS', 17, 'N419AS', 'EWR', 'SEA', 700, 701.0, 1.0, 13.0, 714.0, 371.0, 374.0, 356.0, 2402, 1010.0, 5.0, 1011, 1015.0, 4.0, 0, 0, None, None, None, None, None, None), (889, 2015, 1, 1, 4, 'AS', 39, 'N459AS', 'MSP', 'SEA', 700, 655.0, -5.0, 13.0, 708.0, 225.0, 216.0, 197.0, 1399, 825.0, 6.0, 845, 831.0, -14.0, 0, 0, None, None, None, None, None, None), (890, 2015, 1, 1, 4, 'AS', 112, 'N527AS', 'ANC', 'SEA', 700, 653.0, -7.0, 16.0, 709.0, 210.0, 202.0, 179.0, 1448, 1108.0, 7.0, 1130, 1115.0, -15.0, 0, 0, None, None, None, None, None, None), (891, 2015, 1, 1, 4, 'AS', 311, 'N705AS', 'PSP', 'SFO', 700, 651.0, -9.0, 10.0, 701.0, 95.0, 85.0, 67.0, 421, 808.0, 8.0, 835, 816.0, -19.0, 0, 0, None, None, None, None, None, None), (892, 2015, 1, 1, 4, 'AS', 313, 'N703AS', 'SFO', 'SEA', 700, 651.0, -9.0, 18.0, 709.0, 120.0, 121.0, 97.0, 679, 846.0, 6.0, 900, 852.0, -8.0, 0, 0, None, None, None, None, None, None), (893, 2015, 1, 1, 4, 'AS', 405, 'N565AS', 'SJC', 'PDX', 700, 655.0, -5.0, 12.0, 707.0, 105.0, 105.0, 88.0, 569, 835.0, 5.0, 845, 840.0, -5.0, 0, 0, None, None, None, None, None, None), (894, 2015, 1, 1, 4, 'AS', 415, 'N413AS', 'PDX', 'SEA', 700, 658.0, -2.0, 22.0, 720.0, 50.0, 61.0, 28.0, 129, 748.0, 11.0, 750, 759.0, 9.0, 0, 0, None, None, None, None, None, None), (895, 2015, 1, 1, 4, 'AS', 445, 'N579AS', 'LAX', 'SEA', 700, 655.0, -5.0, 15.0, 710.0, 170.0, 160.0, 139.0, 954, 929.0, 6.0, 950, 935.0, -15.0, 0, 0, None, None, None, None, None, None), (896, 2015, 1, 1, 4, 'AS', 466, 'N309AS', 'SEA', 'LAX', 700, 656.0, -4.0, 30.0, 726.0, 165.0, 163.0, 124.0, 954, 930.0, 9.0, 945, 939.0, -6.0, 0, 0, None, None, None, None, None, None), (897, 2015, 1, 1, 4, 'AS', 519, 'N614AS', 'SNA', 'SEA', 700, 645.0, -15.0, 23.0, 708.0, 180.0, 175.0, 147.0, 978, 935.0, 5.0, 1000, 940.0, -20.0, 0, 0, None, None, None, None, None, None), (898, 2015, 1, 1, 4, 'AS', 531, 'N529AS', 'BUR', 'SEA', 700, 904.0, 124.0, 10.0, 914.0, 150.0, 146.0, 132.0, 937, 1126.0, 4.0, 930, 1130.0, 120.0, 0, 0, None, 0.0, 0.0, 0.0, 0.0, 120.0), (899, 2015, 1, 1, 4, 'AS', 615, 'N320AS', 'LAS', 'SEA', 700, 659.0, -1.0, 15.0, 714.0, 154.0, 148.0, 126.0, 867, 920.0, 7.0, 934, 927.0, -7.0, 0, 0, None, None, None, None, None, None), (900, 2015, 1, 1, 4, 'AS', 663, 'N536AS', 'PHX', 'PDX', 700, 653.0, -7.0, 9.0, 702.0, 168.0, 155.0, 142.0, 1009, 824.0, 4.0, 848, 828.0, -20.0, 0, 0, None, None, None, None, None, None), (901, 2015, 1, 1, 4, 'AS', 722, 'N403AS', 'SLC', 'LAX', 700, 717.0, 17.0, 24.0, 741.0, 125.0, 113.0, 82.0, 590, 803.0, 7.0, 805, 810.0, 5.0, 0, 0, None, None, None, None, None, None), (902, 2015, 1, 1, 4, 'AS', 833, 'N566AS', 'PDX', 'HNL', 700, 657.0, -3.0, 15.0, 712.0, 370.0, 356.0, 336.0, 2603, 1048.0, 5.0, 1110, 1053.0, -17.0, 0, 0, None, None, None, None, None, None), (903, 2015, 1, 1, 4, 'AS', 847, 'N558AS', 'SAN', 'OGG', 700, 656.0, -4.0, 19.0, 715.0, 357.0, 385.0, 362.0, 2541, 1117.0, 4.0, 1057, 1121.0, 24.0, 0, 0, None, 24.0, 0.0, 0.0, 0.0, 0.0), (904, 2015, 1, 1, 4, 'AS', 883, 'N531AS', 'OAK', 'LIH', 700, 649.0, -11.0, 12.0, 701.0, 344.0, 337.0, 320.0, 2457, 1021.0, 5.0, 1044, 1026.0, -18.0, 0, 0, None, None, None, None, None, None), (905, 2015, 1, 1, 4, 'B6', 288, 'N806JB', 'LAX', 'BOS', 700, 653.0, -7.0, 16.0, 709.0, 319.0, 292.0, 272.0, 2611, 1441.0, 4.0, 1519, 1445.0, -34.0, 0, 0, None, None, None, None, None, None), (906, 2015, 1, 1, 4, 'B6', 289, 'N373JB', 'BOS', 'DCA', 700, 650.0, -10.0, 13.0, 703.0, 111.0, 84.0, 68.0, 399, 811.0, 3.0, 851, 814.0, -37.0, 0, 0, None, None, None, None, None, None), (907, 2015, 1, 1, 4, 'B6', 619, 'N638JB', 'BOS', 'SAN', 700, 657.0, -3.0, 15.0, 712.0, 396.0, 392.0, 373.0, 2588, 1025.0, 4.0, 1036, 1029.0, -7.0, 0, 0, None, None, None, None, None, None), (908, 2015, 1, 1, 4, 'B6', 723, 'N804JB', 'DCA', 'MCO', 700, 652.0, -8.0, 13.0, 705.0, 143.0, 130.0, 111.0, 759, 856.0, 6.0, 923, 902.0, -21.0, 0, 0, None, None, None, None, None, None), (909, 2015, 1, 1, 4, 'B6', 1109, 'N651JB', 'BOS', 'JAX', 700, 913.0, 133.0, 27.0, 940.0, 188.0, 186.0, 156.0, 1010, 1216.0, 3.0, 1008, 1219.0, 131.0, 0, 0, None, 0.0, 0.0, 131.0, 0.0, 0.0), (910, 2015, 1, 1, 4, 'B6', 1121, 'N561JB', 'PDX', 'LGB', 700, 649.0, -11.0, 13.0, 702.0, 136.0, 127.0, 110.0, 846, 852.0, 4.0, 916, 856.0, -20.0, 0, 0, None, None, None, None, None, None), (911, 2015, 1, 1, 4, 'B6', 1031, 'N339JB', 'BOS', 'HOU', 700, 656.0, -4.0, 14.0, 710.0, 276.0, 270.0, 255.0, 1609, 1025.0, 1.0, 1036, 1026.0, -10.0, 0, 0, None, None, None, None, None, None), (912, 2015, 1, 1, 4, 'B6', 1039, 'N296JB', 'BOS', 'AUS', 700, 700.0, 0.0, 16.0, 716.0, 295.0, 289.0, 269.0, 1698, 1045.0, 4.0, 1055, 1049.0, -6.0, 0, 0, None, None, None, None, None, None), (913, 2015, 1, 1, 4, 'B6', 2007, 'N594JB', 'PIT', 'FLL', 700, 654.0, -6.0, 15.0, 709.0, 168.0, 151.0, 131.0, 994, 920.0, 5.0, 948, 925.0, -23.0, 0, 0, None, None, None, None, None, None), (914, 2015, 1, 1, 4, 'DL', 364, 'N547US', 'SEA', 'LAX', 700, 712.0, 12.0, 9.0, 721.0, 153.0, 137.0, 118.0, 954, 919.0, 10.0, 933, 929.0, -4.0, 0, 0, None, None, None, None, None, None), (915, 2015, 1, 1, 4, 'DL', 400, 'N381DN', 'PDX', 'JFK', 700, 657.0, -3.0, 13.0, 710.0, 313.0, 288.0, 268.0, 2454, 1438.0, 7.0, 1513, 1445.0, -28.0, 0, 0, None, None, None, None, None, None), (916, 2015, 1, 1, 4, 'DL', 424, 'N194DN', 'JFK', 'LAX', 700, 702.0, 2.0, 24.0, 726.0, 400.0, 388.0, 356.0, 2475, 1022.0, 8.0, 1040, 1030.0, -10.0, 0, 0, None, None, None, None, None, None), (917, 2015, 1, 1, 4, 'DL', 822, 'N3743H', 'SEA', 'DTW', 700, 652.0, -8.0, 21.0, 713.0, 255.0, 240.0, 213.0, 1927, 1346.0, 6.0, 1415, 1352.0, -23.0, 0, 0, None, None, None, None, None, None), (918, 2015, 1, 1, 4, 'DL', 854, 'N667DN', 'SFO', 'DTW', 700, 701.0, 1.0, 14.0, 715.0, 273.0, 267.0, 247.0, 2079, 1422.0, 6.0, 1433, 1428.0, -5.0, 0, 0, None, None, None, None, None, None), (919, 2015, 1, 1, 4, 'DL', 872, 'N938DN', 'DCA', 'ATL', 700, 703.0, 3.0, 14.0, 717.0, 126.0, 102.0, 83.0, 547, 840.0, 5.0, 906, 845.0, -21.0, 0, 0, None, None, None, None, None, None), (920, 2015, 1, 1, 4, 'DL', 1183, 'N987DL', 'ORF', 'ATL', 700, 701.0, 1.0, 30.0, 731.0, 120.0, 123.0, 88.0, 516, 859.0, 5.0, 900, 904.0, 4.0, 0, 0, None, None, None, None, None, None), (921, 2015, 1, 1, 4, 'DL', 1280, 'N906DE', 'DAB', 'ATL', 700, 658.0, -2.0, 11.0, 709.0, 88.0, 76.0, 61.0, 366, 810.0, 4.0, 828, 814.0, -14.0, 0, 0, None, None, None, None, None, None), (922, 2015, 1, 1, 4, 'DL', 1305, 'N357NW', 'PBI', 'ATL', 700, 659.0, -1.0, 21.0, 720.0, 109.0, 107.0, 77.0, 545, 837.0, 9.0, 849, 846.0, -3.0, 0, 0, None, None, None, None, None, None), (923, 2015, 1, 1, 4, 'DL', 1440, 'N3766', 'SLC', 'MSP', 700, 657.0, -3.0, 20.0, 717.0, 163.0, 160.0, 134.0, 991, 1031.0, 6.0, 1043, 1037.0, -6.0, 0, 0, None, None, None, None, None, None), (924, 2015, 1, 1, 4, 'DL', 1453, 'N589NW', 'SEA', 'MSP', 700, 656.0, -4.0, 13.0, 709.0, 196.0, 183.0, 162.0, 1399, 1151.0, 8.0, 1216, 1159.0, -17.0, 0, 0, None, None, None, None, None, None), (925, 2015, 1, 1, 4, 'AA', 1461, 'N4YRAA', 'DAY', 'DFW', 700, 700.0, 0.0, 13.0, 713.0, 175.0, 155.0, 135.0, 861, 828.0, 7.0, 855, 835.0, -20.0, 0, 0, None, None, None, None, None, None), (926, 2015, 1, 1, 4, 'DL', 1971, 'N934DN', 'MSP', 'PHX', 700, 659.0, -1.0, 13.0, 712.0, 214.0, 197.0, 180.0, 1276, 912.0, 4.0, 934, 916.0, -18.0, 0, 0, None, None, None, None, None, None), (927, 2015, 1, 1, 4, 'DL', 2017, 'N326US', 'LGA', 'PBI', 700, 657.0, -3.0, 12.0, 709.0, 189.0, 161.0, 147.0, 1035, 936.0, 2.0, 1009, 938.0, -31.0, 0, 0, None, None, None, None, None, None), (928, 2015, 1, 1, 4, 'DL', 2123, 'N913DE', 'RSW', 'LGA', 700, 657.0, -3.0, 12.0, 709.0, 169.0, 155.0, 138.0, 1080, 927.0, 5.0, 949, 932.0, -17.0, 0, 0, None, None, None, None, None, None), (929, 2015, 1, 1, 4, 'DL', 2151, 'N329NW', 'MIA', 'LGA', 700, 657.0, -3.0, 18.0, 715.0, 179.0, 180.0, 145.0, 1096, 940.0, 17.0, 959, 957.0, -2.0, 0, 0, None, None, None, None, None, None), (930, 2015, 1, 1, 4, 'DL', 2180, 'N938DL', 'CLE', 'ATL', 700, 659.0, -1.0, 9.0, 708.0, 125.0, 93.0, 80.0, 554, 828.0, 4.0, 905, 832.0, -33.0, 0, 0, None, None, None, None, None, None), (931, 2015, 1, 1, 4, 'DL', 2351, 'N911DE', 'PBI', 'LGA', 700, 656.0, -4.0, 15.0, 711.0, 168.0, 185.0, 143.0, 1035, 934.0, 27.0, 948, 1001.0, 13.0, 0, 0, None, None, None, None, None, None), (932, 2015, 1, 1, 4, 'DL', 2365, 'N399DA', 'JFK', 'SJU', 700, 659.0, -1.0, 33.0, 732.0, 230.0, 220.0, 180.0, 1598, 1132.0, 7.0, 1150, 1139.0, -11.0, 0, 0, None, None, None, None, None, None), (933, 2015, 1, 1, 4, 'DL', 2539, 'N353NW', 'MKE', 'ATL', 700, 707.0, 7.0, 12.0, 719.0, 128.0, 113.0, 87.0, 669, 946.0, 14.0, 1008, 1000.0, -8.0, 0, 0, None, None, None, None, None, None), (934, 2015, 1, 1, 4, 'B6', 2784, 'N283JB', 'RDU', 'BOS', 700, 647.0, -13.0, 45.0, 732.0, 109.0, 143.0, 93.0, 612, 905.0, 5.0, 849, 910.0, 21.0, 0, 0, None, 21.0, 0.0, 0.0, 0.0, 0.0), (935, 2015, 1, 1, 4, 'DL', 46, 'N704X', 'JFK', 'SFO', 700, 700.0, 0.0, 33.0, 733.0, 403.0, 386.0, 343.0, 2586, 1016.0, 10.0, 1043, 1026.0, -17.0, 0, 0, None, None, None, None, None, None), (936, 2015, 1, 1, 4, 'DL', 1498, 'N958AT', 'FLL', 'LGA', 700, 700.0, 0.0, 14.0, 714.0, 174.0, 163.0, 143.0, 1076, 937.0, 6.0, 954, 943.0, -11.0, 0, 0, None, None, None, None, None, None), (937, 2015, 1, 1, 4, 'DL', 1506, 'N812DN', 'LAX', 'DTW', 700, 653.0, -7.0, 15.0, 708.0, 267.0, 252.0, 232.0, 1979, 1400.0, 5.0, 1427, 1405.0, -22.0, 0, 0, None, None, None, None, None, None), (938, 2015, 1, 1, 4, 'DL', 1795, 'N3757D', 'LAS', 'JFK', 700, 654.0, -6.0, 11.0, 705.0, 285.0, 256.0, 237.0, 2248, 1402.0, 8.0, 1445, 1410.0, -35.0, 0, 0, None, None, None, None, None, None), (939, 2015, 1, 1, 4, 'DL', 1894, 'N6704Z', 'MSP', 'MIA', 700, 704.0, 4.0, 17.0, 721.0, 226.0, 196.0, 175.0, 1501, 1116.0, 4.0, 1146, 1120.0, -26.0, 0, 0, None, None, None, None, None, None), (940, 2015, 1, 1, 4, 'DL', 1925, 'N534US', 'MSP', 'RSW', 700, 659.0, -1.0, 16.0, 715.0, 210.0, 191.0, 169.0, 1416, 1104.0, 6.0, 1130, 1110.0, -20.0, 0, 0, None, None, None, None, None, None), (941, 2015, 1, 1, 4, 'AA', 2393, 'N3APAA', 'JFK', 'MCO', 700, 857.0, 117.0, 39.0, 936.0, 185.0, 185.0, 141.0, 944, 1157.0, 5.0, 1005, 1202.0, 117.0, 0, 0, None, 0.0, 0.0, 117.0, 0.0, 0.0), (942, 2015, 1, 1, 4, 'EV', 4513, 'N14950', 'CLE', 'ORD', 700, 657.0, -3.0, 17.0, 714.0, 93.0, 85.0, 62.0, 315, 716.0, 6.0, 733, 722.0, -11.0, 0, 0, None, None, None, None, None, None), (943, 2015, 1, 1, 4, 'EV', 4524, 'N14974', 'LFT', 'IAH', 700, 707.0, 7.0, 10.0, 717.0, 65.0, 70.0, 52.0, 201, 809.0, 8.0, 805, 817.0, 12.0, 0, 0, None, None, None, None, None, None), (944, 2015, 1, 1, 4, 'EV', 4871, 'N878AS', 'SHV', 'ATL', 700, 704.0, 4.0, 13.0, 717.0, 99.0, 101.0, 83.0, 551, 940.0, 5.0, 939, 945.0, 6.0, 0, 0, None, None, None, None, None, None), (945, 2015, 1, 1, 4, 'EV', 4987, 'N710EV', 'ROC', 'LGA', 700, 652.0, -8.0, 23.0, 715.0, 87.0, 69.0, 40.0, 254, 755.0, 6.0, 827, 801.0, -26.0, 0, 0, None, None, None, None, None, None), (946, 2015, 1, 1, 4, 'EV', 5423, 'N724EV', 'CID', 'MSP', 700, 654.0, -6.0, 29.0, 723.0, 79.0, 76.0, 42.0, 220, 805.0, 5.0, 819, 810.0, -9.0, 0, 0, None, None, None, None, None, None), (947, 2015, 1, 1, 4, 'EV', 5755, 'N834AS', 'PVD', 'ORD', 700, 658.0, -2.0, 10.0, 708.0, 176.0, 181.0, 157.0, 849, 845.0, 14.0, 856, 859.0, 3.0, 0, 0, None, None, None, None, None, None), (948, 2015, 1, 1, 4, 'F9', 1061, 'N201FR', 'ORD', 'PHX', 700, 649.0, -11.0, 13.0, 702.0, 230.0, 251.0, 232.0, 1440, 954.0, 6.0, 950, 1000.0, 10.0, 0, 0, None, None, None, None, None, None), (949, 2015, 1, 1, 4, 'F9', 1120, 'N208FR', 'CLE', 'RSW', 700, 701.0, 1.0, 9.0, 710.0, 170.0, 152.0, 136.0, 1025, 926.0, 7.0, 950, 933.0, -17.0, 0, 0, None, None, None, None, None, None), (950, 2015, 1, 1, 4, 'F9', 676, 'N908FR', 'DEN', 'MCO', 700, 802.0, 62.0, 12.0, 814.0, 205.0, 201.0, 180.0, 1546, 1314.0, 9.0, 1225, 1323.0, 58.0, 0, 0, None, 0.0, 0.0, 58.0, 0.0, 0.0), (951, 2015, 1, 1, 4, 'F9', 681, 'N928FR', 'MCO', 'DEN', 700, 658.0, -2.0, 17.0, 715.0, 253.0, 254.0, 227.0, 1546, 902.0, 10.0, 913, 912.0, -1.0, 0, 0, None, None, None, None, None, None), (952, 2015, 1, 1, 4, 'MQ', 2841, 'N667MQ', 'DFW', 'DSM', 700, 704.0, 4.0, 29.0, 733.0, 108.0, 114.0, 80.0, 624, 853.0, 5.0, 848, 858.0, 10.0, 0, 0, None, None, None, None, None, None), (953, 2015, 1, 1, 4, 'MQ', 2852, 'N625MQ', 'GRK', 'DFW', 700, None, None, None, None, 55.0, None, None, 134, None, None, 755, None, None, 0, 1, 'B', None, None, None, None, None), (954, 2015, 1, 1, 4, 'MQ', 2871, 'N645MQ', 'PNS', 'DFW', 700, None, None, None, None, 130.0, None, None, 604, None, None, 910, None, None, 0, 1, 'B', None, None, None, None, None), (955, 2015, 1, 1, 4, 'MQ', 3024, 'N611MQ', 'GJT', 'DFW', 700, None, None, None, None, 145.0, None, None, 773, None, None, 1025, None, None, 0, 1, 'B', None, None, None, None, None), (956, 2015, 1, 1, 4, 'MQ', 3051, 'N802MQ', 'HPN', 'ORD', 700, 655.0, -5.0, 11.0, 706.0, 175.0, 158.0, 135.0, 738, 821.0, 12.0, 855, 833.0, -22.0, 0, 0, None, None, None, None, None, None), (957, 2015, 1, 1, 4, 'MQ', 2991, 'N686MQ', 'BMI', 'DFW', 700, None, None, None, None, 145.0, None, None, 690, None, None, 925, None, None, 0, 1, 'B', None, None, None, None, None), (958, 2015, 1, 1, 4, 'MQ', 3362, 'N507MQ', 'DFW', 'MAF', 700, None, None, None, None, 68.0, None, None, 309, None, None, 808, None, None, 0, 1, 'B', None, None, None, None, None), (959, 2015, 1, 1, 4, 'NK', 231, 'N620NK', 'ATL', 'FLL', 700, 725.0, 25.0, 10.0, 735.0, 108.0, 100.0, 80.0, 581, 855.0, 10.0, 848, 905.0, 17.0, 0, 0, None, 17.0, 0.0, 0.0, 0.0, 0.0), (960, 2015, 1, 1, 4, 'NK', 259, 'N532NK', 'ACY', 'FLL', 700, 655.0, -5.0, 22.0, 717.0, 168.0, 161.0, 132.0, 977, 929.0, 7.0, 948, 936.0, -12.0, 0, 0, None, None, None, None, None, None), (961, 2015, 1, 1, 4, 'NK', 183, 'N521NK', 'LBE', 'RSW', 700, 655.0, -5.0, 11.0, 706.0, 150.0, 153.0, 135.0, 956, 921.0, 7.0, 930, 928.0, -2.0, 0, 0, None, None, None, None, None, None), (962, 2015, 1, 1, 4, 'NK', 193, 'N502NK', 'IAH', 'LAS', 700, 743.0, 43.0, 14.0, 757.0, 200.0, 186.0, 167.0, 1222, 844.0, 5.0, 820, 849.0, 29.0, 0, 0, None, 29.0, 0.0, 0.0, 0.0, 0.0), (963, 2015, 1, 1, 4, 'NK', 198, 'N621NK', 'FLL', 'MCO', 700, 712.0, 12.0, 19.0, 731.0, 57.0, 61.0, 32.0, 177, 803.0, 10.0, 757, 813.0, 16.0, 0, 0, None, 16.0, 0.0, 0.0, 0.0, 0.0), (964, 2015, 1, 1, 4, 'NK', 610, 'N608NK', 'FLL', 'BOS', 700, 704.0, 4.0, 15.0, 719.0, 184.0, 190.0, 169.0, 1237, 1008.0, 6.0, 1004, 1014.0, 10.0, 0, 0, None, None, None, None, None, None), (965, 2015, 1, 1, 4, 'OO', 6194, 'N758SK', 'ASE', 'DEN', 700, 704.0, 4.0, 20.0, 724.0, 59.0, 54.0, 27.0, 125, 751.0, 7.0, 759, 758.0, -1.0, 0, 0, None, None, None, None, None, None), (966, 2015, 1, 1, 4, 'OO', 6272, 'N915SW', 'BUR', 'SFO', 700, 650.0, -10.0, 28.0, 718.0, 86.0, 95.0, 61.0, 326, 819.0, 6.0, 826, 825.0, -1.0, 0, 0, None, None, None, None, None, None), (967, 2015, 1, 1, 4, 'OO', 3479, 'N218AG', 'SAN', 'SLC', 700, 721.0, 21.0, 17.0, 738.0, 110.0, 119.0, 93.0, 626, 1011.0, 9.0, 950, 1020.0, 30.0, 0, 0, None, 9.0, 0.0, 21.0, 0.0, 0.0), (968, 2015, 1, 1, 4, 'HA', 217, 'N485HA', 'KOA', 'HNL', 700, 656.0, -4.0, 7.0, 703.0, 42.0, 45.0, 31.0, 163, 734.0, 7.0, 742, 741.0, -1.0, 0, 0, None, None, None, None, None, None), (969, 2015, 1, 1, 4, 'OO', 4623, 'N812SK', 'SEA', 'PDX', 700, 647.0, -13.0, 46.0, 733.0, 60.0, 80.0, 29.0, 129, 802.0, 5.0, 800, 807.0, 7.0, 0, 0, None, None, None, None, None, None), (970, 2015, 1, 1, 4, 'OO', 5471, 'N576SW', 'RKS', 'DEN', 700, None, None, None, None, 87.0, None, None, 260, None, None, 827, None, None, 0, 1, 'C', None, None, None, None, None), (971, 2015, 1, 1, 4, 'OO', 5632, 'N566SW', 'SBA', 'SFO', 700, 656.0, -4.0, 20.0, 716.0, 98.0, 103.0, 74.0, 262, 830.0, 9.0, 838, 839.0, 1.0, 0, 0, None, None, None, None, None, None), (972, 2015, 1, 1, 4, 'OO', 6225, 'N124SY', 'BOI', 'ORD', 700, 710.0, 10.0, 22.0, 732.0, 209.0, 207.0, 182.0, 1437, 1134.0, 3.0, 1129, 1137.0, 8.0, 0, 0, None, None, None, None, None, None), (973, 2015, 1, 1, 4, 'OO', 7382, 'N659BR', 'CPR', 'SLC', 700, 656.0, -4.0, 24.0, 720.0, 114.0, 77.0, 48.0, 320, 808.0, 5.0, 854, 813.0, -41.0, 0, 0, None, None, None, None, None, None), (974, 2015, 1, 1, 4, 'OO', 5633, 'N479CA', 'COS', 'DEN', 701, 656.0, -5.0, 19.0, 715.0, 52.0, 49.0, 20.0, 73, 735.0, 10.0, 753, 745.0, -8.0, 0, 0, None, None, None, None, None, None), (975, 2015, 1, 1, 4, 'UA', 296, 'N470UA', 'ORD', 'DEN', 702, 706.0, 4.0, 23.0, 729.0, 165.0, 159.0, 131.0, 888, 840.0, 5.0, 847, 845.0, -2.0, 0, 0, None, None, None, None, None, None), (976, 2015, 1, 1, 4, 'UA', 656, 'N402UA', 'PHX', 'ORD', 702, 726.0, 24.0, 62.0, 828.0, 199.0, 233.0, 154.0, 1440, 1202.0, 17.0, 1121, 1219.0, 58.0, 0, 0, None, 34.0, 0.0, 0.0, 0.0, 24.0), (977, 2015, 1, 1, 4, 'UA', 1441, 'N38417', 'MSY', 'IAH', 702, 706.0, 4.0, 9.0, 715.0, 78.0, 73.0, 59.0, 305, 814.0, 5.0, 820, 819.0, -1.0, 0, 0, None, None, None, None, None, None), (978, 2015, 1, 1, 4, 'UA', 1764, 'N14228', 'CLE', 'RSW', 702, 701.0, -1.0, 12.0, 713.0, 178.0, 151.0, 136.0, 1025, 929.0, 3.0, 1000, 932.0, -28.0, 0, 0, None, None, None, None, None, None), (979, 2015, 1, 1, 4, 'AA', 130, 'N012AA', 'MIA', 'TPA', 702, None, None, None, None, 64.0, None, None, 204, None, None, 806, None, None, 0, 1, 'A', None, None, None, None, None), (980, 2015, 1, 1, 4, 'EV', 4221, 'N14570', 'BTR', 'IAH', 702, 653.0, -9.0, 10.0, 703.0, 73.0, 83.0, 63.0, 253, 806.0, 10.0, 815, 816.0, 1.0, 0, 0, None, None, None, None, None, None), (981, 2015, 1, 1, 4, 'EV', 6159, 'N48901', 'BTV', 'ORD', 704, 703.0, -1.0, 12.0, 715.0, 156.0, 159.0, 138.0, 763, 833.0, 9.0, 840, 842.0, 2.0, 0, 0, None, None, None, None, None, None), (982, 2015, 1, 1, 4, 'NK', 410, 'N630NK', 'FLL', 'BWI', 704, 705.0, 1.0, 13.0, 718.0, 145.0, 152.0, 130.0, 925, 928.0, 9.0, 929, 937.0, 8.0, 0, 0, None, None, None, None, None, None), (983, 2015, 1, 1, 4, 'OO', 6382, 'N824AS', 'SFO', 'BOI', 704, 733.0, 29.0, 12.0, 745.0, 102.0, 100.0, 84.0, 522, 1009.0, 4.0, 946, 1013.0, 27.0, 0, 0, None, 0.0, 0.0, 24.0, 3.0, 0.0), (984, 2015, 1, 1, 4, 'UA', 761, 'N549UA', 'ORD', 'SFO', 705, 713.0, 8.0, 14.0, 727.0, 280.0, 260.0, 238.0, 1846, 925.0, 8.0, 945, 933.0, -12.0, 0, 0, None, None, None, None, None, None), (985, 2015, 1, 1, 4, 'VX', 12, 'N842VA', 'SFO', 'JFK', 705, 702.0, -3.0, 10.0, 712.0, 329.0, 320.0, 299.0, 2586, 1511.0, 11.0, 1534, 1522.0, -12.0, 0, 0, None, None, None, None, None, None), (986, 2015, 1, 1, 4, 'WN', 2851, 'N217JC', 'BDL', 'FLL', 705, 703.0, -2.0, 7.0, 710.0, 195.0, 183.0, 164.0, 1173, 954.0, 12.0, 1020, 1006.0, -14.0, 0, 0, None, None, None, None, None, None), (987, 2015, 1, 1, 4, 'WN', 1108, 'N625SW', 'BWI', 'FLL', 705, 700.0, -5.0, 10.0, 710.0, 155.0, 148.0, 132.0, 925, 922.0, 6.0, 940, 928.0, -12.0, 0, 0, None, None, None, None, None, None), (988, 2015, 1, 1, 4, 'WN', 1432, 'N346SW', 'CMH', 'TPA', 705, 705.0, 0.0, 16.0, 721.0, 145.0, 135.0, 114.0, 829, 915.0, 5.0, 930, 920.0, -10.0, 0, 0, None, None, None, None, None, None), (989, 2015, 1, 1, 4, 'WN', 1863, 'N253WN', 'DAL', 'BWI', 705, 703.0, -2.0, 9.0, 712.0, 170.0, 142.0, 131.0, 1209, 1023.0, 2.0, 1055, 1025.0, -30.0, 0, 0, None, None, None, None, None, None), (990, 2015, 1, 1, 4, 'WN', 665, 'N684WN', 'DAL', 'STL', 705, None, None, None, None, 95.0, None, None, 546, None, None, 840, None, None, 0, 1, 'A', None, None, None, None, None), (991, 2015, 1, 1, 4, 'WN', 323, 'N340LV', 'FLL', 'BWI', 705, 659.0, -6.0, 17.0, 716.0, 155.0, 152.0, 129.0, 925, 925.0, 6.0, 940, 931.0, -9.0, 0, 0, None, None, None, None, None, None), (992, 2015, 1, 1, 4, 'WN', 2041, 'N8317M', 'MCO', 'LAS', 705, 659.0, -6.0, 12.0, 711.0, 315.0, 324.0, 285.0, 2039, 856.0, 27.0, 920, 923.0, 3.0, 0, 0, None, None, None, None, None, None), (993, 2015, 1, 1, 4, 'WN', 4649, 'N8302F', 'MDW', 'MCO', 705, 705.0, 0.0, 9.0, 714.0, 165.0, 139.0, 123.0, 990, 1017.0, 7.0, 1050, 1024.0, -26.0, 0, 0, None, None, None, None, None, None), (994, 2015, 1, 1, 4, 'WN', 893, 'N737JW', 'OAK', 'HOU', 705, 709.0, 4.0, 8.0, 717.0, 220.0, 224.0, 212.0, 1642, 1249.0, 4.0, 1245, 1253.0, 8.0, 0, 0, None, None, None, None, None, None), (995, 2015, 1, 1, 4, 'WN', 552, 'N291WN', 'SAT', 'ELP', 705, 734.0, 29.0, 11.0, 745.0, 95.0, 96.0, 81.0, 496, 806.0, 4.0, 740, 810.0, 30.0, 0, 0, None, 1.0, 0.0, 29.0, 0.0, 0.0), (996, 2015, 1, 1, 4, 'WN', 3239, 'N905WN', 'TPA', 'BWI', 705, 703.0, -2.0, 9.0, 712.0, 140.0, 124.0, 111.0, 842, 903.0, 4.0, 925, 907.0, -18.0, 0, 0, None, None, None, None, None, None), (997, 2015, 1, 1, 4, 'WN', 1912, 'N554WN', 'TUS', 'DEN', 705, 658.0, -7.0, 18.0, 716.0, 110.0, 108.0, 83.0, 639, 839.0, 7.0, 855, 846.0, -9.0, 0, 0, None, None, None, None, None, None), (998, 2015, 1, 1, 4, 'UA', 1660, 'N17730', 'SNA', 'EWR', 705, 658.0, -7.0, 13.0, 711.0, 319.0, 275.0, 256.0, 2434, 1427.0, 6.0, 1524, 1433.0, -51.0, 0, 0, None, None, None, None, None, None), (999, 2015, 1, 1, 4, 'US', 445, 'N187US', 'RDU', 'CLT', 705, 657.0, -8.0, 56.0, 753.0, 65.0, 96.0, 35.0, 130, 828.0, 5.0, 810, 833.0, 23.0, 0, 0, None, 23.0, 0.0, 0.0, 0.0, 0.0), ...]
#The top 5 airports with the highest number of delays.
cursor.execute('''CREATE TABLE top_airports_delay (
IATA_CODE TEXT PRIMARY KEY,
DELAYS INTEGER
);''')
cursor.execute('''INSERT INTO top_airports_delay (IATA_CODE, DELAYS)
SELECT a.IATA_CODE, COUNT(*) AS delays
FROM flights f
INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
GROUP BY a.IATA_CODE
ORDER BY delays DESC
LIMIT 5;''')
df_delays = pd.read_sql_query(
'''SELECT d.IATA_CODE, a.AIRPORT, d.DELAYS
FROM top_airports_delay d
JOIN airports a ON a.IATA_CODE = d.IATA_CODE
ORDER BY delays DESC;''', conn)
df_delays.index = [*range(1, len(df_delays) + 1, 1)]
df_delays
| IATA_CODE | AIRPORT | DELAYS | |
|---|---|---|---|
| 1 | ATL | Hartsfield-Jackson Atlanta International Airport | 129846 |
| 2 | ORD | Chicago O'Hare International Airport | 121706 |
| 3 | DFW | Dallas/Fort Worth International Airport | 96475 |
| 4 | DEN | Denver International Airport | 89290 |
| 5 | LAX | Los Angeles International Airport | 81954 |
#The top 5 airports with the highest number of departures ahead of time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
FROM flights f
INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
WHERE ifnull(f.DEPARTURE_DELAY, 0) < 0
GROUP BY a.IATA_CODE
ORDER BY delays DESC
LIMIT 5''')
res.fetchall()
[('Hartsfield-Jackson Atlanta International Airport', 184453),
("Chicago O'Hare International Airport", 139897),
('Dallas/Fort Worth International Airport', 125479),
('Los Angeles International Airport', 98947),
('Denver International Airport', 93285)]
#The top 5 airports with the highest number of departures delayed or ahead of time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
FROM flights f
INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
WHERE ifnull(f.DEPARTURE_DELAY, 0) != 0
GROUP BY a.IATA_CODE
ORDER BY delays DESC
LIMIT 5''')
res.fetchall()
[('Hartsfield-Jackson Atlanta International Airport', 314299),
("Chicago O'Hare International Airport", 261603),
('Dallas/Fort Worth International Airport', 221954),
('Denver International Airport', 182575),
('Los Angeles International Airport', 180901)]
#The top 5 airports with the highest number of departures on time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
FROM flights f
INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
WHERE ifnull(f.DEPARTURE_DELAY, 0) = 0
GROUP BY a.IATA_CODE
ORDER BY delays DESC
LIMIT 5''')
res.fetchall()
[('Hartsfield-Jackson Atlanta International Airport', 32537),
("Chicago O'Hare International Airport", 24281),
('Dallas/Fort Worth International Airport', 17597),
('Los Angeles International Airport', 13772),
('Denver International Airport', 13480)]
Distribution of Delays by Airline¶
#obtaining the number of flights ahead of time by airline
df_ahead = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS ahead,
COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
FROM flights f
INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
WHERE ifnull(f.DEPARTURE_DELAY, 0) < 0
GROUP BY f.AIRLINE
ORDER BY ahead DESC''', conn)
df_ahead
| airline | ahead | perc | |
|---|---|---|---|
| 0 | Southwest Airlines Co. | 587783 | 0.465809 |
| 1 | Delta Air Lines Inc. | 522581 | 0.596635 |
| 2 | American Airlines Inc. | 436039 | 0.600618 |
| 3 | Skywest Airlines Inc. | 380370 | 0.646500 |
| 4 | Atlantic Southeast Airlines | 365593 | 0.639174 |
| 5 | United Air Lines Inc. | 224854 | 0.435998 |
| 6 | American Eagle Airlines Inc. | 171512 | 0.582123 |
| 7 | JetBlue Airways | 147160 | 0.551062 |
| 8 | US Airways Inc. | 123032 | 0.619138 |
| 9 | Alaska Airlines Inc. | 121253 | 0.702830 |
| 10 | Spirit Air Lines | 58663 | 0.499774 |
| 11 | Hawaiian Airlines Inc. | 52841 | 0.692797 |
| 12 | Frontier Airlines Inc. | 52144 | 0.574046 |
| 13 | Virgin America | 34123 | 0.551233 |
#obtaining the number of delayed flights by airline
df_delayed = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS delayed,
COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
FROM flights f
INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
GROUP BY f.AIRLINE
ORDER BY delayed DESC''', conn)
df_delayed
| airline | delayed | perc | |
|---|---|---|---|
| 0 | Southwest Airlines Co. | 566807 | 0.449186 |
| 1 | Delta Air Lines Inc. | 282463 | 0.322490 |
| 2 | United Air Lines Inc. | 256550 | 0.497457 |
| 3 | American Airlines Inc. | 245904 | 0.338718 |
| 4 | Skywest Airlines Inc. | 171572 | 0.291614 |
| 5 | Atlantic Southeast Airlines | 169897 | 0.297035 |
| 6 | JetBlue Airways | 102061 | 0.382182 |
| 7 | American Eagle Airlines Inc. | 93726 | 0.318112 |
| 8 | US Airways Inc. | 62565 | 0.314848 |
| 9 | Spirit Air Lines | 52089 | 0.443768 |
| 10 | Alaska Airlines Inc. | 43566 | 0.252526 |
| 11 | Frontier Airlines Inc. | 34893 | 0.384132 |
| 12 | Virgin America | 23379 | 0.377672 |
| 13 | Hawaiian Airlines Inc. | 20146 | 0.264134 |
#obtaining the number of departures on time by airline
df_ontime = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS ontime,
COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
FROM flights f
INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
WHERE ifnull(f.DEPARTURE_DELAY, 0) = 0
GROUP BY f.AIRLINE
ORDER BY ontime DESC''', conn)
df_ontime
| airline | ontime | perc | |
|---|---|---|---|
| 0 | Southwest Airlines Co. | 107265 | 0.085006 |
| 1 | Delta Air Lines Inc. | 70837 | 0.080875 |
| 2 | American Airlines Inc. | 44041 | 0.060664 |
| 3 | Atlantic Southeast Airlines | 36487 | 0.063791 |
| 4 | Skywest Airlines Inc. | 36411 | 0.061886 |
| 5 | United Air Lines Inc. | 34319 | 0.066545 |
| 6 | American Eagle Airlines Inc. | 29394 | 0.099765 |
| 7 | JetBlue Airways | 17827 | 0.066756 |
| 8 | US Airways Inc. | 13118 | 0.066014 |
| 9 | Alaska Airlines Inc. | 7702 | 0.044644 |
| 10 | Spirit Air Lines | 6627 | 0.056458 |
| 11 | Virgin America | 4401 | 0.071095 |
| 12 | Frontier Airlines Inc. | 3799 | 0.041823 |
| 13 | Hawaiian Airlines Inc. | 3285 | 0.043070 |
fig = go.Figure()
fig.add_trace(go.Bar(x=df_ahead['perc'].apply(lambda p: p * 100), y=df_ahead['airline'],
text=df_ahead['ahead'], visible=True, orientation='h',
hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
marker_color='orange', name='departures ahead of time'))
fig.add_trace(go.Bar(x=df_delayed['perc'].apply(lambda p: p * 100), y=df_delayed['airline'],
text=df_delayed['delayed'], visible=True, orientation='h',
hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
marker_color='red', name='delayed departures'))
fig.add_trace(go.Bar(x=df_ontime['perc'].apply(lambda p: p * 100), y=df_ontime['airline'],
text=df_ontime['ontime'], visible=True, orientation='h',
hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
marker_color='green', name='departures on time'))
fig.update_layout(
font=dict(family='Roboto'),
title=dict(text='Proportion of delayed, ahead of time, and on time departures by airline<br>',
subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
font=dict(family='Roboto', size=12))),
yaxis_title='Airline',
xaxis_title='proportion of departures',
yaxis={'categoryorder':'total descending'},
xaxis_tickvals = [*range(0, 105, 5)],
xaxis_ticktext = [f'{x}%' for x in [*range(0, 105, 5)]],
hovermode='y unified',
hoverlabel={'namelength': -1}, #to avoid truncation
template='simple_white',
plot_bgcolor='rgb(245,245,245)',
barmode='stack',
height=600
)
fig.show()
Is there a correlation beetween flight distance and delays?¶
#obtaining data
df_dd = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, DISTANCE AS distance
FROM flights
WHERE DEPARTURE_DELAY IS NOT NULL AND DISTANCE IS NOT NULL
GROUP BY DISTANCE
ORDER BY DISTANCE, DEPARTURE_DELAY;''', conn)
df_dd
| delay | distance | |
|---|---|---|
| 0 | 112.000000 | 21 |
| 1 | 3.931660 | 31 |
| 2 | 10.797386 | 41 |
| 3 | 110.000000 | 49 |
| 4 | 89.000000 | 52 |
| ... | ... | ... |
| 1357 | 20.766667 | 4243 |
| 1358 | 10.965612 | 4502 |
| 1359 | 18.690058 | 4817 |
| 1360 | 14.660589 | 4962 |
| 1361 | 11.686217 | 4983 |
1362 rows × 2 columns
fig = go.Figure()
fig.add_trace(go.Scatter(x=df_dd['distance'], y=df_dd['delay'],
mode='markers', marker_color='green', name='distance'))
fig.update_layout(
font=dict(family='Roboto'),
title=dict(text='Average departure delay per flight distance<br>',
subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
font=dict(family='Roboto', size=12))),
yaxis_title='average departure delay',
xaxis_title='flight distance',
hovermode='x',
hoverlabel={'namelength': -1}, #to avoid truncation
template='simple_white',
plot_bgcolor='rgb(245,245,245)',
height=600
)
fig.show()
#Pearson correlation coefficient
df_dd['distance'].corr(df_dd['delay'])
-0.0005725180025088282
The data show that average delays are not related to flight distances. The correlation coefficient (0) also confirms this conclusion. The majority of flights have similar delays independently of distance.
Average departure delay per hour of departure¶
df_hour = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, DEPARTURE_TIME AS hour
FROM flights f
WHERE DEPARTURE_DELAY IS NOT NULL AND DEPARTURE_TIME IS NOT NULL
GROUP BY DEPARTURE_TIME
ORDER BY DEPARTURE_TIME, DEPARTURE_DELAY;''', conn)
df_hour
| delay | hour | |
|---|---|---|
| 0 | 47.368741 | 1.0 |
| 1 | 54.461812 | 2.0 |
| 2 | 57.940109 | 3.0 |
| 3 | 60.759369 | 4.0 |
| 4 | 59.300546 | 5.0 |
| ... | ... | ... |
| 1435 | 32.590293 | 2356.0 |
| 1436 | 37.126168 | 2357.0 |
| 1437 | 32.678781 | 2358.0 |
| 1438 | 37.249409 | 2359.0 |
| 1439 | 57.460039 | 2400.0 |
1440 rows × 2 columns
fig = go.Figure()
fig.add_trace(go.Scatter(x=df_hour['hour'], y=df_hour['delay'],
mode='markers', marker_color='darkblue'))
fig.update_layout(
font=dict(family='Roboto'),
title=dict(text='Average departure delay per hour of departure<br>',
subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
font=dict(family='Roboto', size=12))),
yaxis_title='average departure delay',
xaxis_title='hour of departure',
xaxis_nticks=24,
hovermode='x',
hoverlabel={'namelength': -1}, #to avoid truncation
template='simple_white',
plot_bgcolor='rgb(245,245,245)',
height=600
)
fig.show()
Most delays were registered in flights scheduled between 8:00pm and 5:00am. Outside this window, the delays were smaller during the morning and increasingly bigger by the evening.
Map of Delays by Airport¶
df_airport = pd.read_sql('''SELECT a.IATA_CODE AS iata, a.AIRPORT AS airport, a.CITY AS city, a.STATE AS state,
a.LATITUDE AS latitude, a.LONGITUDE AS longitude,
COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE ORIGIN_AIRPORT = a.IATA_CODE) AS perc
FROM flights f
INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
GROUP BY f.ORIGIN_AIRPORT
ORDER BY perc DESC''', conn)
df_airport.perc = df_airport.perc.apply(lambda p: round(p * 100, 2))
df_airport['hovertext'] = df_airport.iata + ' - ' + df_airport.airport + '<br>' + \
df_airport.city + ', ' + df_airport.state + '<br>' + \
df_airport.perc.astype(str) + '% of flights were delayed'
df_airport
| iata | airport | city | state | latitude | longitude | perc | hovertext | |
|---|---|---|---|---|---|---|---|---|
| 0 | GUM | Guam International Airport | Agana | GU | 13.48345 | -144.79598 | 67.66 | GUM - Guam International Airport<br>Agana, GU<... |
| 1 | GST | Gustavus Airport | Gustavus | AK | 58.42438 | -135.70738 | 58.44 | GST - Gustavus Airport<br>Gustavus, AK<br>58.4... |
| 2 | ADK | Adak Airport | Adak | AK | 51.87796 | -176.64603 | 57.29 | ADK - Adak Airport<br>Adak, AK<br>57.29% of fl... |
| 3 | ILG | Wilmington Airport | Wilmington | DE | 39.67872 | -75.60653 | 55.00 | ILG - Wilmington Airport<br>Wilmington, DE<br>... |
| 4 | MVY | Martha's Vineyard Airport | Marthas Vineyard | MA | 41.39303 | -70.61433 | 54.15 | MVY - Martha's Vineyard Airport<br>Marthas Vin... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 317 | PIH | Pocatello Regional Airport | Pocatello | ID | 42.91131 | -112.59586 | 11.01 | PIH - Pocatello Regional Airport<br>Pocatello,... |
| 318 | LWS | Lewiston-Nez Perce County Airport | Lewiston | ID | 46.37450 | -117.01539 | 9.18 | LWS - Lewiston-Nez Perce County Airport<br>Lew... |
| 319 | EKO | Elko Regional Airport | Elko | NV | 40.82493 | -115.79170 | 8.85 | EKO - Elko Regional Airport<br>Elko, NV<br>8.8... |
| 320 | CNY | Canyonlands Field | Moab | UT | 38.75496 | -109.75484 | 5.34 | CNY - Canyonlands Field<br>Moab, UT<br>5.34% o... |
| 321 | VEL | Valdez Airport | Vernal | UT | 40.44090 | -109.50992 | 4.85 | VEL - Valdez Airport<br>Vernal, UT<br>4.85% of... |
322 rows × 8 columns
fig=go.Figure(data=go.Scattergeo(
locationmode='USA-states',
lon=df_airport.longitude,
lat=df_airport.latitude,
text=df_airport.hovertext,
mode='markers',
marker=dict(size=8, opacity=0.8,
autocolorscale=False, symbol='circle',
line=dict(width=1, color='rgba(102, 102, 102)'),
colorscale='Reds',
cmin=0,
color=df_airport.perc,
cmax=df_airport.perc.max(),
colorbar=dict(title=dict(text="% of delayed flights"))
)
)
)
fig.update_layout(
font=dict(family='Roboto'),
title=dict(text='Proportion of delayed flights by airport in 2015<br>',
subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT)</i>',
font=dict(family='Roboto', size=12))),
geo_scope='usa'
)
fig.show()
Airports located in big cities tend to have more delayed flights.
Delays per month in 2015¶
df_month = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, MONTH AS month
FROM flights f
WHERE DEPARTURE_DELAY IS NOT NULL AND MONTH IS NOT NULL
GROUP BY MONTH
ORDER BY MONTH, DEPARTURE_DELAY;''', conn)
df_month.month = pd.to_datetime(df_month.month, format='%m') \
.apply(lambda m: m.strftime('%b'))
df_month
| delay | month | |
|---|---|---|
| 0 | 9.759471 | Jan |
| 1 | 11.885284 | Feb |
| 2 | 9.660903 | Mar |
| 3 | 7.721885 | Apr |
| 4 | 9.454144 | May |
| 5 | 13.986016 | Jun |
| 6 | 11.394664 | Jul |
| 7 | 9.932045 | Aug |
| 8 | 4.823560 | Sep |
| 9 | 4.982661 | Oct |
| 10 | 6.944197 | Nov |
| 11 | 11.783529 | Dec |
fig = go.Figure()
fig.add_trace(go.Bar(x=df_month['month'], y=df_month['delay'],
marker_color='darkred'))
fig.update_layout(
font=dict(family='Roboto'),
title=dict(text='Average departure delay per month in 2015<br>',
subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT).</i>',
font=dict(family='Roboto', size=12))),
yaxis_title='average departure delay',
xaxis_title='month',
hovermode='x unified',
hoverlabel={'namelength': -1}, #to avoid truncation
template='simple_white',
plot_bgcolor='rgb(245,245,245)',
height=600
)
February, June, July, and December registered the highest average delays. September and October were the months with the lowest average delays.
Machine Learning Model Training¶
df_airlines = pd.read_sql('''SELECT * FROM airlines''', conn)
df_airlines.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 14 entries, 0 to 13 Data columns (total 3 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 index 14 non-null int64 1 IATA_CODE 14 non-null object 2 AIRLINE 14 non-null object dtypes: int64(1), object(2) memory usage: 468.0+ bytes
df_airports = pd.read_sql('''SELECT * FROM airports''', conn)
df_airports.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 322 entries, 0 to 321 Data columns (total 8 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 index 322 non-null int64 1 IATA_CODE 322 non-null object 2 AIRPORT 322 non-null object 3 CITY 322 non-null object 4 STATE 322 non-null object 5 COUNTRY 322 non-null object 6 LATITUDE 319 non-null float64 7 LONGITUDE 319 non-null float64 dtypes: float64(2), int64(1), object(5) memory usage: 20.3+ KB
df_flights = pd.read_sql('''SELECT * FROM flights''', conn)
df_flights.info(show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 5819079 entries, 0 to 5819078 Data columns (total 32 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 index 5819079 non-null int64 1 YEAR 5819079 non-null int64 2 MONTH 5819079 non-null int64 3 DAY 5819079 non-null int64 4 DAY_OF_WEEK 5819079 non-null int64 5 AIRLINE 5819079 non-null object 6 FLIGHT_NUMBER 5819079 non-null int64 7 TAIL_NUMBER 5804358 non-null object 8 ORIGIN_AIRPORT 5819079 non-null object 9 DESTINATION_AIRPORT 5819079 non-null object 10 SCHEDULED_DEPARTURE 5819079 non-null int64 11 DEPARTURE_TIME 5732926 non-null float64 12 DEPARTURE_DELAY 5732926 non-null float64 13 TAXI_OUT 5730032 non-null float64 14 WHEELS_OFF 5730032 non-null float64 15 SCHEDULED_TIME 5819073 non-null float64 16 ELAPSED_TIME 5714008 non-null float64 17 AIR_TIME 5714008 non-null float64 18 DISTANCE 5819079 non-null int64 19 WHEELS_ON 5726566 non-null float64 20 TAXI_IN 5726566 non-null float64 21 SCHEDULED_ARRIVAL 5819079 non-null int64 22 ARRIVAL_TIME 5726566 non-null float64 23 ARRIVAL_DELAY 5714008 non-null float64 24 DIVERTED 5819079 non-null int64 25 CANCELLED 5819079 non-null int64 26 CANCELLATION_REASON 89884 non-null object 27 AIR_SYSTEM_DELAY 1063439 non-null float64 28 SECURITY_DELAY 1063439 non-null float64 29 AIRLINE_DELAY 1063439 non-null float64 30 LATE_AIRCRAFT_DELAY 1063439 non-null float64 31 WEATHER_DELAY 1063439 non-null float64 dtypes: float64(16), int64(11), object(5) memory usage: 1.4+ GB
#Since the goal of the model is to predict whether a flight will be delayed or not, I will use variables
#which can be obtained before the flight departure.
#These variables are also well represented in the dataset, as there are no null values.
#The target variable will be based upon the DEPARTURE_DELAY, so samples without it will be discarded
df_flights = pd.read_sql('''SELECT f.MONTH, f.DAY, f.DAY_OF_WEEK, f.AIRLINE, f.ORIGIN_AIRPORT,
f.DESTINATION_AIRPORT, f.SCHEDULED_DEPARTURE, f.SCHEDULED_ARRIVAL,
f.FLIGHT_NUMBER, f.DEPARTURE_DELAY
FROM flights f
WHERE f.DEPARTURE_DELAY IS NOT NULL''', conn)
df_flights.info(show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 5732926 entries, 0 to 5732925 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 MONTH 5732926 non-null int64 1 DAY 5732926 non-null int64 2 DAY_OF_WEEK 5732926 non-null int64 3 AIRLINE 5732926 non-null object 4 ORIGIN_AIRPORT 5732926 non-null object 5 DESTINATION_AIRPORT 5732926 non-null object 6 SCHEDULED_DEPARTURE 5732926 non-null int64 7 SCHEDULED_ARRIVAL 5732926 non-null int64 8 FLIGHT_NUMBER 5732926 non-null int64 9 DEPARTURE_DELAY 5732926 non-null float64 dtypes: float64(1), int64(6), object(3) memory usage: 437.4+ MB
df_flights.columns = df_flights.columns.str.lower()
df_flights.head(10)
| month | day | day_of_week | airline | origin_airport | destination_airport | scheduled_departure | scheduled_arrival | flight_number | departure_delay | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 4 | AS | ANC | SEA | 5 | 430 | 98 | -11.0 |
| 1 | 1 | 1 | 4 | AA | LAX | PBI | 10 | 750 | 2336 | -8.0 |
| 2 | 1 | 1 | 4 | US | SFO | CLT | 20 | 806 | 840 | -2.0 |
| 3 | 1 | 1 | 4 | AA | LAX | MIA | 20 | 805 | 258 | -5.0 |
| 4 | 1 | 1 | 4 | AS | SEA | ANC | 25 | 320 | 135 | -1.0 |
| 5 | 1 | 1 | 4 | DL | SFO | MSP | 25 | 602 | 806 | -5.0 |
| 6 | 1 | 1 | 4 | NK | LAS | MSP | 25 | 526 | 612 | -6.0 |
| 7 | 1 | 1 | 4 | US | LAX | CLT | 30 | 803 | 2013 | 14.0 |
| 8 | 1 | 1 | 4 | AA | SFO | DFW | 30 | 545 | 1112 | -11.0 |
| 9 | 1 | 1 | 4 | DL | LAS | ATL | 30 | 711 | 1173 | 3.0 |
#The target variable will be DEPARTURE_DELAY
#If a flight is more than 15 minutes delayed, then the target variable will be 1
#Otherwise, it will be 0 (departures on time or ahead of time)
df_flights.departure_delay = df_flights.departure_delay.apply(lambda d: 1 if d >= 15 else 0)
f'{(df_flights.departure_delay.sum() / len(df_flights.departure_delay)) * 100:.2f}% of the departure delays are greater than or equal to 15'
'18.45% of the departure delays are greater than or equal to 15'
df_flights.head(100)
| month | day | day_of_week | airline | origin_airport | destination_airport | scheduled_departure | scheduled_arrival | flight_number | departure_delay | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 4 | AS | ANC | SEA | 5 | 430 | 98 | 0 |
| 1 | 1 | 1 | 4 | AA | LAX | PBI | 10 | 750 | 2336 | 0 |
| 2 | 1 | 1 | 4 | US | SFO | CLT | 20 | 806 | 840 | 0 |
| 3 | 1 | 1 | 4 | AA | LAX | MIA | 20 | 805 | 258 | 0 |
| 4 | 1 | 1 | 4 | AS | SEA | ANC | 25 | 320 | 135 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 95 | 1 | 1 | 4 | EV | ORD | DTW | 535 | 800 | 5498 | 1 |
| 96 | 1 | 1 | 4 | OO | FAT | LAX | 535 | 650 | 6512 | 0 |
| 97 | 1 | 1 | 4 | UA | SMF | DEN | 538 | 900 | 1577 | 1 |
| 98 | 1 | 1 | 4 | OO | AUS | LAX | 538 | 710 | 4986 | 0 |
| 99 | 1 | 1 | 4 | B6 | BOS | BWI | 540 | 721 | 727 | 0 |
100 rows × 10 columns
#save the dataframe with flights
df_flights.to_pickle('df_flights.pickle')
#reset all variables and free up RAM
%reset -f
#load the dataframe from file
import pandas as pd
df_flights = pd.read_pickle('df_flights.pickle')
from sklearn.ensemble import RandomForestClassifier
from sklearn import metrics
from sklearn.model_selection import StratifiedKFold
def train_randomforest(folds=10, trees=1):
#k-fold cross validation
kfold = StratifiedKFold(n_splits=folds, shuffle=True)
i = 1
modelo = RandomForestClassifier(n_jobs=-1, n_estimators=trees)
columns = ['month', 'day', 'day_of_week', 'scheduled_departure', 'scheduled_arrival', 'flight_number']
accuracy = []
precision_delay, recall_delay, f1_score_delay = [], [], []
precision_nodelay, recall_nodelay, f1_score_nodelay = [], [], []
for train, test in kfold.split(df_flights[columns], df_flights.departure_delay):
data_train = df_flights.loc[train, columns]
target_train = df_flights.loc[train, 'departure_delay']
data_test = df_flights.loc[test, columns]
target_test = df_flights.loc[test, 'departure_delay']
modelo.fit(data_train, target_train)
print(f'{"*"*53}\nFold = {i}\n{"*"*53}')
class_results = modelo.predict(data_test)
print(metrics.classification_report(target_test, class_results))
class_metrics = metrics.classification_report(target_test, class_results, output_dict=True)
class_metrics = pd.DataFrame(class_metrics)
accuracy.append(class_metrics.accuracy.iat[0])
precision_delay.append(class_metrics['1'].precision)
recall_delay.append(class_metrics['1'].recall)
f1_score_delay.append(class_metrics['1']['f1-score'])
precision_nodelay.append(class_metrics['0'].precision)
recall_nodelay.append(class_metrics['0'].recall)
f1_score_nodelay.append(class_metrics['0']['f1-score'])
i += 1
print(f'{"*"*112}\nClassification results for RandomForest with {trees} tree(s) '
f'and {folds} folds for cross validation (averages of all folds)\n{"*"*112}\n'
f'accuracy -> {(sum(accuracy) / len(accuracy)) * 100:.2f}%\n\n'
f'Prediction for delay (class 1)\n'
f'precision -> {(sum(precision_delay) / len(precision_delay)) * 100:.2f}%\t'
f'recall -> {(sum(recall_delay) / len(recall_delay)) * 100:.2f}%\t'
f'f1-score -> {(sum(f1_score_delay) / len(f1_score_delay)) * 100:.2f}%\n\n'
f'Prediction for no delay (class 0)\n'
f'precision -> {(sum(precision_nodelay) / len(precision_nodelay)) * 100:.2f}%\t'
f'recall -> {(sum(recall_nodelay) / len(recall_nodelay)) * 100:.2f}%\t'
f'f1-score -> {(sum(f1_score_nodelay) / len(f1_score_nodelay)) * 100:.2f}%\n\n')
train_randomforest()
*****************************************************
Fold = 1
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467538
1 0.27 0.27 0.27 105755
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 2
*****************************************************
precision recall f1-score support
0 0.84 0.83 0.83 467538
1 0.27 0.28 0.27 105755
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 3
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.26 0.28 0.27 105756
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 4
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.26 0.27 0.27 105756
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 5
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.27 0.28 0.27 105756
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 6
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.26 0.27 0.27 105756
accuracy 0.73 573293
macro avg 0.55 0.55 0.55 573293
weighted avg 0.73 0.73 0.73 573293
*****************************************************
Fold = 7
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.27 0.28 0.27 105755
accuracy 0.73 573292
macro avg 0.55 0.55 0.55 573292
weighted avg 0.73 0.73 0.73 573292
*****************************************************
Fold = 8
*****************************************************
precision recall f1-score support
0 0.84 0.83 0.83 467537
1 0.27 0.28 0.27 105755
accuracy 0.73 573292
macro avg 0.55 0.55 0.55 573292
weighted avg 0.73 0.73 0.73 573292
*****************************************************
Fold = 9
*****************************************************
precision recall f1-score support
0 0.84 0.83 0.83 467537
1 0.27 0.28 0.27 105755
accuracy 0.73 573292
macro avg 0.55 0.55 0.55 573292
weighted avg 0.73 0.73 0.73 573292
*****************************************************
Fold = 10
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 467537
1 0.27 0.27 0.27 105755
accuracy 0.73 573292
macro avg 0.55 0.55 0.55 573292
weighted avg 0.73 0.73 0.73 573292
****************************************************************************************************************
Classification results for RandomForest with 1 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 72.62%
Prediction for delay (class 1)
precision -> 26.62% recall -> 27.57% f1-score -> 27.09%
Prediction for no delay (class 0)
precision -> 83.48% recall -> 82.81% f1-score -> 83.15%
train_randomforest(folds=5)
*****************************************************
Fold = 1
*****************************************************
precision recall f1-score support
0 0.84 0.83 0.83 935075
1 0.27 0.28 0.27 211511
accuracy 0.73 1146586
macro avg 0.55 0.55 0.55 1146586
weighted avg 0.73 0.73 0.73 1146586
*****************************************************
Fold = 2
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 935075
1 0.26 0.27 0.27 211510
accuracy 0.72 1146585
macro avg 0.55 0.55 0.55 1146585
weighted avg 0.73 0.72 0.73 1146585
*****************************************************
Fold = 3
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 935074
1 0.27 0.27 0.27 211511
accuracy 0.73 1146585
macro avg 0.55 0.55 0.55 1146585
weighted avg 0.73 0.73 0.73 1146585
*****************************************************
Fold = 4
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 935074
1 0.27 0.28 0.27 211511
accuracy 0.73 1146585
macro avg 0.55 0.55 0.55 1146585
weighted avg 0.73 0.73 0.73 1146585
*****************************************************
Fold = 5
*****************************************************
precision recall f1-score support
0 0.83 0.83 0.83 935074
1 0.27 0.28 0.27 211511
accuracy 0.73 1146585
macro avg 0.55 0.55 0.55 1146585
weighted avg 0.73 0.73 0.73 1146585
****************************************************************************************************************
Classification results for RandomForest with 1 tree(s) and 5 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 72.58%
Prediction for delay (class 1)
precision -> 26.57% recall -> 27.57% f1-score -> 27.06%
Prediction for no delay (class 0)
precision -> 83.48% recall -> 82.76% f1-score -> 83.12%
train_randomforest(trees=2)
*****************************************************
Fold = 1
*****************************************************
precision recall f1-score support
0 0.82 0.95 0.88 467538
1 0.33 0.11 0.16 105755
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 2
*****************************************************
precision recall f1-score support
0 0.83 0.95 0.88 467538
1 0.33 0.11 0.16 105755
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 3
*****************************************************
precision recall f1-score support
0 0.83 0.95 0.88 467537
1 0.33 0.11 0.16 105756
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 4
*****************************************************
precision recall f1-score support
0 0.82 0.95 0.88 467537
1 0.33 0.11 0.16 105756
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 5
*****************************************************
precision recall f1-score support
0 0.83 0.95 0.88 467537
1 0.33 0.11 0.17 105756
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 6
*****************************************************
precision recall f1-score support
0 0.82 0.95 0.88 467537
1 0.33 0.11 0.16 105756
accuracy 0.80 573293
macro avg 0.58 0.53 0.52 573293
weighted avg 0.73 0.80 0.75 573293
*****************************************************
Fold = 7
*****************************************************
precision recall f1-score support
0 0.82 0.95 0.88 467537
1 0.33 0.11 0.16 105755
accuracy 0.80 573292
macro avg 0.58 0.53 0.52 573292
weighted avg 0.73 0.80 0.75 573292
*****************************************************
Fold = 8
*****************************************************
precision recall f1-score support
0 0.83 0.95 0.88 467537
1 0.33 0.11 0.16 105755
accuracy 0.80 573292
macro avg 0.58 0.53 0.52 573292
weighted avg 0.73 0.80 0.75 573292
*****************************************************
Fold = 9
*****************************************************
precision recall f1-score support
0 0.82 0.95 0.88 467537
1 0.33 0.11 0.16 105755
accuracy 0.80 573292
macro avg 0.58 0.53 0.52 573292
weighted avg 0.73 0.80 0.75 573292
*****************************************************
Fold = 10
*****************************************************
precision recall f1-score support
0 0.83 0.95 0.88 467537
1 0.34 0.11 0.16 105755
accuracy 0.80 573292
macro avg 0.58 0.53 0.52 573292
weighted avg 0.74 0.80 0.75 573292
****************************************************************************************************************
Classification results for RandomForest with 2 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 79.57%
Prediction for delay (class 1)
precision -> 33.37% recall -> 10.80% f1-score -> 16.32%
Prediction for no delay (class 0)
precision -> 82.50% recall -> 95.12% f1-score -> 88.36%
train_randomforest(trees=5)
*****************************************************
Fold = 1
*****************************************************
precision recall f1-score support
0 0.83 0.92 0.87 467538
1 0.34 0.19 0.25 105755
accuracy 0.78 573293
macro avg 0.59 0.55 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 2
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467538
1 0.34 0.19 0.24 105755
accuracy 0.78 573293
macro avg 0.58 0.55 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 3
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.35 0.20 0.25 105756
accuracy 0.78 573293
macro avg 0.59 0.56 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 4
*****************************************************
precision recall f1-score support
0 0.83 0.92 0.87 467537
1 0.34 0.19 0.25 105756
accuracy 0.78 573293
macro avg 0.59 0.56 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 5
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.20 0.25 105756
accuracy 0.78 573293
macro avg 0.59 0.56 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 6
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.20 0.25 105756
accuracy 0.78 573293
macro avg 0.59 0.55 0.56 573293
weighted avg 0.74 0.78 0.76 573293
*****************************************************
Fold = 7
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.20 0.25 105755
accuracy 0.78 573292
macro avg 0.59 0.56 0.56 573292
weighted avg 0.74 0.78 0.76 573292
*****************************************************
Fold = 8
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.19 0.25 105755
accuracy 0.78 573292
macro avg 0.59 0.55 0.56 573292
weighted avg 0.74 0.78 0.76 573292
*****************************************************
Fold = 9
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.20 0.25 105755
accuracy 0.78 573292
macro avg 0.59 0.56 0.56 573292
weighted avg 0.74 0.78 0.76 573292
*****************************************************
Fold = 10
*****************************************************
precision recall f1-score support
0 0.83 0.91 0.87 467537
1 0.34 0.20 0.25 105755
accuracy 0.78 573292
macro avg 0.59 0.56 0.56 573292
weighted avg 0.74 0.78 0.76 573292
****************************************************************************************************************
Classification results for RandomForest with 5 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 78.19%
Prediction for delay (class 1)
precision -> 34.13% recall -> 19.60% f1-score -> 24.90%
Prediction for no delay (class 0)
precision -> 83.41% recall -> 91.44% f1-score -> 87.24%
train_randomforest(trees=10)
*****************************************************
Fold = 1
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467538
1 0.40 0.13 0.20 105755
accuracy 0.80 573293
macro avg 0.61 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 2
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467538
1 0.40 0.13 0.20 105755
accuracy 0.80 573293
macro avg 0.62 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 3
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.19 105756
accuracy 0.80 573293
macro avg 0.61 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 4
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.19 105756
accuracy 0.80 573293
macro avg 0.61 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 5
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.41 0.13 0.20 105756
accuracy 0.80 573293
macro avg 0.62 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 6
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.19 105756
accuracy 0.80 573293
macro avg 0.61 0.54 0.54 573293
weighted avg 0.75 0.80 0.76 573293
*****************************************************
Fold = 7
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.20 105755
accuracy 0.80 573292
macro avg 0.62 0.54 0.54 573292
weighted avg 0.75 0.80 0.76 573292
*****************************************************
Fold = 8
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.20 105755
accuracy 0.80 573292
macro avg 0.62 0.54 0.54 573292
weighted avg 0.75 0.80 0.76 573292
*****************************************************
Fold = 9
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.20 105755
accuracy 0.80 573292
macro avg 0.61 0.54 0.54 573292
weighted avg 0.75 0.80 0.76 573292
*****************************************************
Fold = 10
*****************************************************
precision recall f1-score support
0 0.83 0.96 0.89 467537
1 0.40 0.13 0.20 105755
accuracy 0.80 573292
macro avg 0.62 0.54 0.54 573292
weighted avg 0.75 0.80 0.76 573292
****************************************************************************************************************
Classification results for RandomForest with 10 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 80.37%
Prediction for delay (class 1)
precision -> 40.07% recall -> 12.91% f1-score -> 19.53%
Prediction for no delay (class 0)
precision -> 82.92% recall -> 95.63% f1-score -> 88.82%